CC6204 - Deep Learning

Estudiante: Maximiliano Varas G.

Predicción de riesgo de diabetes en etapas tempranas

En esta tarea vas a desarrollar un modelo de aprendizaje que sea capaz de determinar si una persona tiene riesgo de paceder diabetes en un futuro. Los datos han sido coleccionados a través de encuestas a pacientes en el Sylhet Diabetes Hospital en Bangladesh. Los datos han sido curados y verificados por profesionales de la salud, por lo que son confiables para crear un modelo de aprendizaje.

Primero vamos a importar los paquetes necesarios para trabajar en estos datos.

import pandas as pd
import numpy as np

#Packages to use pytorch
import torch
import torch.nn as nn 
import torch.nn.functional as F
import torch.optim as optim
import torch.utils.data as data
import pandas as pd
import plotly.express as px
from torch.utils.data import TensorDataset, DataLoader

import matplotlib.pyplot as plt
from sklearn import metrics
from sklearn.metrics import confusion_matrix
import seaborn as sns
from sklearn.utils.multiclass import unique_labels
from sklearn.metrics import classification_report

import random
import time
SEED = 1234

random.seed(SEED)
np.random.seed(SEED)
torch.manual_seed(SEED)
torch.cuda.manual_seed(SEED)
torch.backends.cudnn.deterministic = True

Descarga de archivo de datos

Los datos están disponibles en un archivo CSV que contiene 520 muestras de 17 atributos. Los atributos son:

• Age: numérico
• Género: [Male, Female]
• Polyuria
• Polydipsia
• sudden weight loss
• weakness
• Polyphagia
• Genital thrush
• visual blurring
• Itching
• Irritability
• delayed healing
• partial paresis
• muscle stiffness
• Alopecia
• Obesity
• Class: [Positive, Negative]

Todos los atributos descritos sin valores tienen el conjunto [Yes, No].

En la siguiente celda de código, descargamos el archivo y lo leemos con Pandas. Finalmente, visualizamos algunos datos del conjunto.

!wget https://archive.ics.uci.edu/ml/machine-learning-databases/00529/diabetes_data_upload.csv
dataset_path = 'diabetes_data_upload.csv'

"wget" no se reconoce como un comando interno o externo,
programa o archivo por lotes ejecutable.

import csv

with open('diabetes_data_upload.csv') as inp, open('temp.csv', 'w') as out:
    reader = csv.reader(inp)
    writer = csv.writer(out, delimiter=',')
    #No need to use `insert(), `append()` simply use `+` to concatenate two lists.
    writer.writerow(['ID'] + next(reader))
    #Iterate over enumerate object of reader and pass the starting index as 1.
    writer.writerows([i] + row for i, row in enumerate(reader, 1))

column_names = ['Age','Gender','Polyuria','Polydipsia','sudden weight loss',
                'weakness', 'Polyphagia', 'Genital thrush', 'visual blurring','Itching', 'Irritability', 'delayed healing',
                'partial paresis', 'muscle stiffness', 'Alopecia', 'Obesity', 'class']
raw_dataset = pd.read_csv(dataset_path, names=column_names,
                      na_values = "?", comment='\t',
                      sep=",", skipinitialspace=True, header=1)

dataset = raw_dataset.copy()
dataset.head()

	Age	Gender	Polyuria	Polydipsia	sudden weight loss	weakness	Polyphagia	Genital thrush	visual blurring	Itching	Irritability	delayed healing	partial paresis	muscle stiffness	Alopecia	Obesity	class
0	58	Male	No	No	No	Yes	No	No	Yes	No	No	No	Yes	No	Yes	No	Positive
1	41	Male	Yes	No	No	Yes	Yes	No	No	Yes	No	Yes	No	Yes	Yes	No	Positive
2	45	Male	No	No	Yes	Yes	Yes	Yes	No	Yes	No	Yes	No	No	No	No	Positive
3	60	Male	Yes	Yes	Yes	Yes	Yes	No	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Positive
4	55	Male	Yes	Yes	No	Yes	Yes	No	Yes	Yes	No	Yes	No	Yes	Yes	Yes	Positive

Pre-procesamiento del conjunto de datos

El conjunto de datos es variado. El atributo "Age" es el único atributo numérico. Todos los demás atributos son nominales. Para procesar los datos nominales en una red neuronal, es mejor convertirlos a una representación numérica. En el siguiente ejemplo transformamos el atributo "Gender" con valores nominales "Female" y "Male" a valores 1.0 y 0.0, respectivamente.

Del mismo modo, cambiamos los valores nominales de todos los atributos a valores 0.0 y 1.0.

gender = dataset.pop('Gender')
dataset['gender'] = (gender == 'Female')*1.0

column_class = dataset.pop('class')
dataset['class'] = (column_class=='Positive')*1.0

for column in column_names:
  if column not in ['Gender', 'class', 'Age']:
    column_class = dataset.pop(column)
    dataset[column] = (column_class=='Yes')*1.0

# Prueba mostrando parte de la data para ver si tu conversión se hizo correctamente
dataset.tail()

	Age	gender	class	Polyuria	Polydipsia	sudden weight loss	weakness	Polyphagia	Genital thrush	visual blurring	Itching	Irritability	delayed healing	partial paresis	muscle stiffness	Alopecia	Obesity
514	39	1.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0
515	48	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0
516	58	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0
517	32	1.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0
518	42	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

Ahora normalizamos el atributo "Age" y dividimos la data en conjunto de entrenamiento y conjunto de test. Esta división es siempre necesaria para poder probar si tu modelo de aprendizaje ha aprendido a generalizar con datos que no pertenecen al conjunto de entrenamiento.

max_age = dataset["Age"].max()
dataset["Age"] = dataset["Age"] / max_age
dataset.tail()


#80% de datos para train y 20% de datos para test
train_dataset = dataset.sample(frac=0.8,random_state=1234)
test_dataset = dataset.drop(train_dataset.index)

#MODIFICACIÓN
#80% de los datos de train son para train y el 20% restante para validation.
train_dataset = train_dataset.sample(frac=0.8,random_state=1234)
valid_dataset = dataset.drop(train_dataset.index)
valid_dataset = valid_dataset.drop(test_dataset.index)

Por lo tanto, se tiene que la distribución por clases es la siguiente:

print(f'El dataset original tiene {len(dataset)} instancias.')
print('Se divide en train, test y validation:')
print(f'Num. ejemplos en train: {len(train_dataset)}')
print(f'Num. ejemplos en validation: {len(valid_dataset)}')
print(f'Num. ejemplos en test: {len(test_dataset)}')

El dataset original tiene 519 instancias.
Se divide en train, test y validation:
Num. ejemplos en train: 332
Num. ejemplos en validation: 83
Num. ejemplos en test: 104

Se obtienen los labels para cada sub-dataset:

train_labels = train_dataset.pop('class')
valid_labels = valid_dataset.pop('class')
test_labels = test_dataset.pop('class')

Se pasan los sub-datsets a tensores para trabajar con las libreías.

train_data_tensor = torch.tensor(train_dataset.values, dtype=torch.float32)
train_labels_tensor = torch.tensor(train_labels.values, dtype=torch.long)

valid_data_tensor = torch.tensor(valid_dataset.values, dtype=torch.float32)
valid_labels_tensor = torch.tensor(valid_labels.values, dtype=torch.long)

test_data_tensor = torch.tensor(test_dataset.values, dtype=torch.float32)
test_labels_tensor = torch.tensor(test_labels.values, dtype=torch.long)

Parte 1

Diseña y entrena un perceptrón multicapa con la data de arriba. Intenta que tu modelo alcance el mayor accuracy de test posible (ojalá por encima del 93%). Para este primer experimento puedes usar la implementación de MLP vista en clase (basada en Numpy) ó puedes usar algún framework como Tensorflow o Pytorch si es que deseas. Hay que tener en cuenta algunas consideraciones para este primer experimento:

• Usar gradiente descendiente estocástico con un tamaño de mini-batch de 20.
• Usar learning rate de 0.01.
• Los mini-batches NO se generan de manera aleatoria.

Graficar la función de loss con respecto a las épocas.

Nota: Para el desarrollo de la presente tarea se realiza utilizando como base lo visto en clases y usando las funciones disponibles en el notebook Lab3_MNIST_multiclass.ipynb de curso.

Lo primero es definir la clase MLP que define la arquitectura de la red, tomando en cuenta el laboratorio antes mencionado.

class MLP(nn.Module):
  # We need to define two methods at leats: constructor and forward

  #Constructor is for member definitions
  def __init__(self, input_dim, output_dim):
    super().__init__()

    self.fc1 = nn.Linear(input_dim, 200)
    self.fc2 = nn.Linear(200, 200)
    self.fc3 = nn.Linear(200, 100)
    self.fc4 = nn.Linear(100, output_dim)

  #Forward: what happens when we feed the network with data
  def forward(self, input):
    batch_size = input.shape[0]
    input = input.view(batch_size, -1)
    h_1 = F.relu(self.fc1(input))
    h_2 = F.relu(self.fc2(h_1))
    h_3 = F.relu(self.fc2(h_2))
    y_pred = self.fc3(h_3)

    #Our network returns the output of the final layer but also the output of the hidden layer
    return y_pred, h_3

Función que cuenta la cantidad de parámetros a entrenar. (Tomada de lab3)

def count_parameters(model):
  return sum(p.numel() for p in model.parameters() if p.requires_grad)

Se define una función que calcula el accuracy.

def calculate_accuracy(y_pred, y):
  top_pred = y_pred.argmax(1, keepdim=True)
  correct = top_pred.eq(y.view_as(top_pred)).sum()
  acc = correct.float()/y.shape[0]
  return acc

Función que entrena el modelo:

def train(model, iterator, optimizer, criterion, device):
  epoch_loss = 0
  epoch_acc = 0

  #We have to set the neural network in training mode. This is because during
  #training, we need gradients and complementary data to ease the computation  
  model.train()
  
  #Training loop
  for (x, y) in iterator:
    x = x.to(device) #Data
    y = y.long().to(device) #Labels
        
    optimizer.zero_grad() #Clean gradients
             
    y_pred, _ = model(x) #Feed the network with data
        
    loss = criterion(y_pred, y) #Compute the loss
       
    acc = calculate_accuracy(y_pred, y) #Compute the accuracy
        
    loss.backward() #Compute gradients
        
    optimizer.step() #Apply update rules
        
    epoch_loss += loss.item()
    epoch_acc += acc.item()
        
  return epoch_loss / len(iterator), epoch_acc / len(iterator)

Función para probar la red neuronal:

#Function to test neural network

def evaluate(model, iterator, criterion, device):
  epoch_loss = 0
  epoch_acc = 0

  #We put the network in testing mode
  #In this mode, Pytorch doesn't use features only reserved for 
  #training (dropout for instance)    
  model.eval()
    
  with torch.no_grad(): #disable the autograd engine (save computation and memory)
        
    for (x, y) in iterator:
      x = x.to(device)
      y = y.long().to(device)

      y_pred, _ = model(x)

      loss = criterion(y_pred, y)

      acc = calculate_accuracy(y_pred, y)

      epoch_loss += loss.item()
      epoch_acc += acc.item()
  return epoch_loss / len(iterator), epoch_acc / len(iterator)

Función que retorna los minutos y segundos que duró el entrenamiento.

def epoch_time(start_time, end_time):
    elapsed_time = end_time - start_time
    elapsed_mins = int(elapsed_time / 60)
    elapsed_secs = int(elapsed_time - (elapsed_mins * 60))
    return elapsed_mins, elapsed_secs

Función que obtiene las predicciones dado el modelo, tamaño de batch y el parámetro shuffle. También plotea una matriz de confusión en el conjunto de prueba (test).

#Se define el test_dataset para ser pasado a las funciones.
test_dataset = TensorDataset(test_data_tensor, test_labels_tensor)

def obtener_predicciones(modelo, shuffle, MINI_BATCH):
    test_iterator = data.DataLoader(test_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
    #For prediction, we also deactivate training features
    modelo.eval()

    labels = []
    probs = []
    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

    with torch.no_grad():

        for (x, y) in test_iterator:

            x = x.to(device)

            y_pred, _ = modelo(x)

            #Remember that our network does not apply the softmax
            #We have to do it explicitly for prediction
            y_prob = F.softmax(y_pred, dim = -1)
            top_pred = y_prob.argmax(1, keepdim = True)

            #We store the images, their labels and the pdf of each sample

            labels.append(y.cpu())
            probs.append(y_prob.cpu())
    labels = torch.cat(labels, dim = 0)
    probs = torch.cat(probs, dim = 0)
    predictions = torch.argmax(probs, 1)

    cm = confusion_matrix(labels, predictions, normalize='true')

    # Only use the labels that appear in the data
    classes = unique_labels(labels, predictions)

    df = pd.DataFrame(cm, index=classes, columns=classes)

    g = sns.heatmap(df, annot=True, cmap="Blues")
    g.set_yticklabels(g.get_yticklabels(), rotation=0)

    plt.title('Confusion matrix \n')
    plt.xlabel('Predicted label')
    plt.ylabel('True label')
    plt.autoscale()
    plt.show()
    plt.close()
    print(classification_report(labels, predictions))

    return labels

Función que entrena la red, para esto utiliza el optimizador stochastic gradient descent con el criterio de Cross Entropy Loss. Recibe el modelo, el learning rate (lr), shuffle, MiNI_BATCH y early_stopping que por default está en 5.

#Se definen los parámetros por defecto.
MINI_BATCH = 20
shuffle = False
lr = 0.001

train_dataset = TensorDataset(train_data_tensor, train_labels_tensor)
valid_dataset = TensorDataset(valid_data_tensor, valid_labels_tensor)


def entrenar_red(nombre, modelo, lr, n_epoch,shuffle, MINI_BATCH, early_stopping = 5):
    #DataLoaders
    train_iterator = data.DataLoader(train_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
    valid_iterator = data.DataLoader(valid_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
    test_iterator = data.DataLoader(test_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
    #optimizador
    optimizer = optim.SGD(modelo.parameters(), lr=lr)
    #criterio
    criterion = nn.CrossEntropyLoss()
    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
    print(f'Se entrena en: {device}')
    modelo = modelo.to(device)
    criterion = criterion.to(device)

    EPOCHS = n_epoch
    best_valid_loss = float('inf')
    train_losses = []
    valid_losses = []
    detencion = 'No'
    ti = time.time()
    #Aquí se comienza el entrenamiento para cada época.
    for epoch in range(EPOCHS):
        
        start_time = time.time()

        #Train + validation cycles  
        train_loss, train_acc = train(modelo, train_iterator, optimizer, criterion, device)
        valid_loss, valid_acc = evaluate(modelo, valid_iterator, criterion, device)
        train_losses.append(train_loss)  # Loss de entrenamiento a la lista
        valid_losses.append(valid_loss)  # Loss de validación a la lista
            
        # Early stopping para detener el entrenamiento antes del overfitting.
        if valid_loss < best_valid_loss:
            best_valid_loss = valid_loss
            # torch.save(modelo.state_dict(), 'saved-model.pt')
            contador = 0  # Reset contador
        else:
            contador += 1
        end_time = time.time()

        epoch_mins, epoch_secs = epoch_time(start_time, end_time)
        
        if contador >= early_stopping: #Si se cumple que la cantidad de subidas en el Loss es igual al contador se detiene.
            print(f'Epoch: {epoch+1:02} | Epoch Time: {epoch_mins}m {epoch_secs}s | Early_Stopping: {contador}/{early_stopping}.')
            print(f'\tTrain Loss: {train_loss:.3f} | Train Acc: {train_acc*100:.2f}%')
            print(f'\t Val. Loss: {valid_loss:.3f} |  Val. Acc: {valid_acc*100:.2f}%')
            print("Early stopping!")
            detencion = 'Sí'
            break 
        
        print(f'Epoch: {epoch+1:02} | Epoch Time: {epoch_mins}m {epoch_secs}s | Early_Stopping: {contador}/{early_stopping}.')
        print(f'\tTrain Loss: {train_loss:.3f} | Train Acc: {train_acc*100:.2f}%')
        print(f'\t Val. Loss: {valid_loss:.3f} |  Val. Acc: {valid_acc*100:.2f}%')
        
    #Tiempo final de entrenamiento. 
    tf = time.time()
    #Se evalúa en el conjunto de test.
    test_loss , test_acc = evaluate(modelo, test_iterator, criterion, device)
    #Se grafica el comportamiento del Loss en train y validation con plotly (interactivo).
    data_loss = pd.DataFrame({'Epoch': range(1, len(train_losses) + 1), 'Train Loss': train_losses, 'Validation Loss': valid_losses})
    fig = px.line(data_loss, x='Epoch', y=['Train Loss', 'Validation Loss'], labels={'value': 'Loss'})
    fig.update_layout(
        title=f'Loss vs. Epochs [lr = {lr}, n_epoch = {n_epoch}, shuffle = {shuffle}, Batch_size = {MINI_BATCH}]',
        xaxis_title='Epoch',
        yaxis_title='Loss',
        width=800,
        height=500
    )
    fig.add_annotation(
    text=f"Train_acc: {round(train_acc*100,3)}%",
    xref="paper",
    yref="paper",
    x=1.25,
    y=0.6,
    showarrow=False,
)
    fig.add_annotation(
    text=f"Valid_acc: {round(valid_acc*100,3)}%",
    xref="paper",
    yref="paper",
    x=1.25,
    y=0.55,
    showarrow=False,
)
    fig.add_annotation(
    text=f"E.Stopping?: {detencion} ({epoch+1})",
    xref="paper",
    yref="paper",
    x=1.25,
    y=0.5,
    showarrow=False,
)
    fig.add_annotation(
    text=f"test_acc: {round(test_acc*100,3)}%",
    xref="paper",
    yref="paper",
    x=1.25,
    y=0.45,
    showarrow=False,
)
    
    fig.show()
    #Se imprimen los resultados en el test.
    print(f'Test Loss: {test_loss:.3f} | Test Acc: {test_acc*100:.2f}%')
    #Se obtienen las predicciones en el conjunto de test para utilizarlas en la función que grafica la Conf_Matrix
    predict = obtener_predicciones(modelo, shuffle, MINI_BATCH)

    train_mins, train_secs = epoch_time(ti, tf)
    #Se imprime el tiempo total de entrenamiento.
    print(f'Tiempo total de entrenamiento: {train_mins} mins, {train_secs} segundos')
    #Se retorna el modelos y algunas pérdidas
    res = [nombre, train_losses[-1], valid_losses[-1], test_loss, 
           train_acc, valid_acc, test_acc, 
           lr, n_epoch,shuffle, MINI_BATCH, detencion, epoch+1,
           tf-ti]
    cols = ['Nombre', 'train_loss', 'valid_loss', 'test_loss', 'train_acc', 'valid_acc', 'test_acc',
           'lr', 'n_epoch','shuffle', 'MINI_BATCH', 'detencion', 'final_epoch','time_elapsed']

    # Convierte la lista en un DataFrame de una fila con nombres de columnas
    res = pd.DataFrame([res], columns=cols)
    return modelo, res

# Create the model
INPUT_DIM = 16
OUTPUT_DIM = 10 #Dejo 10 salidas y dps decido a que clase corresponde
n_epocas = 1000

Se procede a probar lo solicitado:

model1 = MLP(INPUT_DIM, OUTPUT_DIM)
model1, res1 = entrenar_red('Modelo1',model1, lr, n_epocas,shuffle, MINI_BATCH)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.616 | Train Acc: 0.00%
	 Val. Loss: 4.595 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.597 | Train Acc: 0.00%
	 Val. Loss: 4.578 |  Val. Acc: 0.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.579 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.544 |  Val. Acc: 0.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.541 | Train Acc: 0.00%
	 Val. Loss: 4.527 |  Val. Acc: 0.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.522 | Train Acc: 1.18%
	 Val. Loss: 4.510 |  Val. Acc: 5.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.504 | Train Acc: 22.94%
	 Val. Loss: 4.493 |  Val. Acc: 44.33%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.485 | Train Acc: 44.90%
	 Val. Loss: 4.476 |  Val. Acc: 64.33%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.466 | Train Acc: 62.55%
	 Val. Loss: 4.459 |  Val. Acc: 68.33%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.447 | Train Acc: 64.22%
	 Val. Loss: 4.442 |  Val. Acc: 49.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.427 | Train Acc: 62.45%
	 Val. Loss: 4.424 |  Val. Acc: 47.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.407 | Train Acc: 62.45%
	 Val. Loss: 4.406 |  Val. Acc: 47.00%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.387 | Train Acc: 62.45%
	 Val. Loss: 4.388 |  Val. Acc: 47.00%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.367 | Train Acc: 62.45%
	 Val. Loss: 4.370 |  Val. Acc: 47.00%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.346 | Train Acc: 62.45%
	 Val. Loss: 4.351 |  Val. Acc: 47.00%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.324 | Train Acc: 62.45%
	 Val. Loss: 4.331 |  Val. Acc: 47.00%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.302 | Train Acc: 62.45%
	 Val. Loss: 4.311 |  Val. Acc: 47.00%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.279 | Train Acc: 62.45%
	 Val. Loss: 4.290 |  Val. Acc: 47.00%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.255 | Train Acc: 62.45%
	 Val. Loss: 4.268 |  Val. Acc: 47.00%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.231 | Train Acc: 62.45%
	 Val. Loss: 4.246 |  Val. Acc: 47.00%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.205 | Train Acc: 62.45%
	 Val. Loss: 4.223 |  Val. Acc: 47.00%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.178 | Train Acc: 62.45%
	 Val. Loss: 4.198 |  Val. Acc: 47.00%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.149 | Train Acc: 62.45%
	 Val. Loss: 4.173 |  Val. Acc: 47.00%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.120 | Train Acc: 62.45%
	 Val. Loss: 4.146 |  Val. Acc: 47.00%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.088 | Train Acc: 62.45%
	 Val. Loss: 4.117 |  Val. Acc: 47.00%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.055 | Train Acc: 62.45%
	 Val. Loss: 4.087 |  Val. Acc: 47.00%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.019 | Train Acc: 62.45%
	 Val. Loss: 4.055 |  Val. Acc: 47.00%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.981 | Train Acc: 62.45%
	 Val. Loss: 4.020 |  Val. Acc: 47.00%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.940 | Train Acc: 62.45%
	 Val. Loss: 3.983 |  Val. Acc: 47.00%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.896 | Train Acc: 62.45%
	 Val. Loss: 3.944 |  Val. Acc: 47.00%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.848 | Train Acc: 62.45%
	 Val. Loss: 3.901 |  Val. Acc: 47.00%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.796 | Train Acc: 62.45%
	 Val. Loss: 3.854 |  Val. Acc: 47.00%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.740 | Train Acc: 62.45%
	 Val. Loss: 3.803 |  Val. Acc: 47.00%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.678 | Train Acc: 62.45%
	 Val. Loss: 3.747 |  Val. Acc: 47.00%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.610 | Train Acc: 62.45%
	 Val. Loss: 3.686 |  Val. Acc: 47.00%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.535 | Train Acc: 62.45%
	 Val. Loss: 3.618 |  Val. Acc: 47.00%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.452 | Train Acc: 62.45%
	 Val. Loss: 3.543 |  Val. Acc: 47.00%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.359 | Train Acc: 62.45%
	 Val. Loss: 3.460 |  Val. Acc: 47.00%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.256 | Train Acc: 62.45%
	 Val. Loss: 3.367 |  Val. Acc: 47.00%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.142 | Train Acc: 62.45%
	 Val. Loss: 3.265 |  Val. Acc: 47.00%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.014 | Train Acc: 62.45%
	 Val. Loss: 3.151 |  Val. Acc: 47.00%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.873 | Train Acc: 62.45%
	 Val. Loss: 3.026 |  Val. Acc: 47.00%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.719 | Train Acc: 62.45%
	 Val. Loss: 2.891 |  Val. Acc: 47.00%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.553 | Train Acc: 62.45%
	 Val. Loss: 2.747 |  Val. Acc: 47.00%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.378 | Train Acc: 62.45%
	 Val. Loss: 2.598 |  Val. Acc: 47.00%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.202 | Train Acc: 62.45%
	 Val. Loss: 2.452 |  Val. Acc: 47.00%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.033 | Train Acc: 62.45%
	 Val. Loss: 2.315 |  Val. Acc: 47.00%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.879 | Train Acc: 62.45%
	 Val. Loss: 2.191 |  Val. Acc: 47.00%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.744 | Train Acc: 62.45%
	 Val. Loss: 2.083 |  Val. Acc: 47.00%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.630 | Train Acc: 62.45%
	 Val. Loss: 1.990 |  Val. Acc: 47.00%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.535 | Train Acc: 62.45%
	 Val. Loss: 1.908 |  Val. Acc: 47.00%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.454 | Train Acc: 62.45%
	 Val. Loss: 1.836 |  Val. Acc: 47.00%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.385 | Train Acc: 62.45%
	 Val. Loss: 1.769 |  Val. Acc: 47.00%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.324 | Train Acc: 62.45%
	 Val. Loss: 1.707 |  Val. Acc: 47.00%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.269 | Train Acc: 62.45%
	 Val. Loss: 1.647 |  Val. Acc: 47.00%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.218 | Train Acc: 62.45%
	 Val. Loss: 1.590 |  Val. Acc: 47.00%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.170 | Train Acc: 62.45%
	 Val. Loss: 1.534 |  Val. Acc: 47.00%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.126 | Train Acc: 62.45%
	 Val. Loss: 1.480 |  Val. Acc: 47.00%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.084 | Train Acc: 62.45%
	 Val. Loss: 1.428 |  Val. Acc: 47.00%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.045 | Train Acc: 62.45%
	 Val. Loss: 1.379 |  Val. Acc: 47.00%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.008 | Train Acc: 62.45%
	 Val. Loss: 1.332 |  Val. Acc: 47.00%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.975 | Train Acc: 62.45%
	 Val. Loss: 1.287 |  Val. Acc: 47.00%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.944 | Train Acc: 62.45%
	 Val. Loss: 1.246 |  Val. Acc: 47.00%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.916 | Train Acc: 62.45%
	 Val. Loss: 1.208 |  Val. Acc: 47.00%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.891 | Train Acc: 62.45%
	 Val. Loss: 1.174 |  Val. Acc: 47.00%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.868 | Train Acc: 62.45%
	 Val. Loss: 1.142 |  Val. Acc: 47.00%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.848 | Train Acc: 62.45%
	 Val. Loss: 1.113 |  Val. Acc: 47.00%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.830 | Train Acc: 62.45%
	 Val. Loss: 1.087 |  Val. Acc: 47.00%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.814 | Train Acc: 62.45%
	 Val. Loss: 1.064 |  Val. Acc: 47.00%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.800 | Train Acc: 62.45%
	 Val. Loss: 1.043 |  Val. Acc: 47.00%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.787 | Train Acc: 62.45%
	 Val. Loss: 1.023 |  Val. Acc: 47.00%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.775 | Train Acc: 62.45%
	 Val. Loss: 1.005 |  Val. Acc: 47.00%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.764 | Train Acc: 62.45%
	 Val. Loss: 0.989 |  Val. Acc: 47.00%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.755 | Train Acc: 62.45%
	 Val. Loss: 0.974 |  Val. Acc: 47.00%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.746 | Train Acc: 62.45%
	 Val. Loss: 0.960 |  Val. Acc: 47.00%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.737 | Train Acc: 62.45%
	 Val. Loss: 0.947 |  Val. Acc: 47.00%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.729 | Train Acc: 62.45%
	 Val. Loss: 0.935 |  Val. Acc: 47.00%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.722 | Train Acc: 62.45%
	 Val. Loss: 0.924 |  Val. Acc: 47.00%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.716 | Train Acc: 62.45%
	 Val. Loss: 0.913 |  Val. Acc: 47.00%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.709 | Train Acc: 62.45%
	 Val. Loss: 0.904 |  Val. Acc: 47.00%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.703 | Train Acc: 62.45%
	 Val. Loss: 0.894 |  Val. Acc: 47.00%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.698 | Train Acc: 62.45%
	 Val. Loss: 0.885 |  Val. Acc: 47.00%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.693 | Train Acc: 62.45%
	 Val. Loss: 0.877 |  Val. Acc: 47.00%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.688 | Train Acc: 62.45%
	 Val. Loss: 0.869 |  Val. Acc: 47.00%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.683 | Train Acc: 62.45%
	 Val. Loss: 0.861 |  Val. Acc: 47.00%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.679 | Train Acc: 62.45%
	 Val. Loss: 0.854 |  Val. Acc: 47.00%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.675 | Train Acc: 62.45%
	 Val. Loss: 0.847 |  Val. Acc: 47.00%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.671 | Train Acc: 62.45%
	 Val. Loss: 0.840 |  Val. Acc: 47.00%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.667 | Train Acc: 62.45%
	 Val. Loss: 0.834 |  Val. Acc: 47.00%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.663 | Train Acc: 62.45%
	 Val. Loss: 0.828 |  Val. Acc: 47.00%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.660 | Train Acc: 62.45%
	 Val. Loss: 0.822 |  Val. Acc: 47.00%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.656 | Train Acc: 62.45%
	 Val. Loss: 0.816 |  Val. Acc: 47.00%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.653 | Train Acc: 62.45%
	 Val. Loss: 0.811 |  Val. Acc: 47.00%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.650 | Train Acc: 62.45%
	 Val. Loss: 0.806 |  Val. Acc: 47.00%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.647 | Train Acc: 62.45%
	 Val. Loss: 0.801 |  Val. Acc: 47.00%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.644 | Train Acc: 62.45%
	 Val. Loss: 0.796 |  Val. Acc: 47.00%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.642 | Train Acc: 62.45%
	 Val. Loss: 0.791 |  Val. Acc: 47.00%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.639 | Train Acc: 62.45%
	 Val. Loss: 0.786 |  Val. Acc: 47.00%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 62.45%
	 Val. Loss: 0.782 |  Val. Acc: 47.00%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.634 | Train Acc: 62.45%
	 Val. Loss: 0.778 |  Val. Acc: 47.00%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.632 | Train Acc: 62.45%
	 Val. Loss: 0.774 |  Val. Acc: 47.00%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.629 | Train Acc: 62.45%
	 Val. Loss: 0.769 |  Val. Acc: 47.00%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.627 | Train Acc: 62.45%
	 Val. Loss: 0.766 |  Val. Acc: 47.00%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.625 | Train Acc: 62.45%
	 Val. Loss: 0.762 |  Val. Acc: 47.00%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.623 | Train Acc: 62.45%
	 Val. Loss: 0.758 |  Val. Acc: 47.00%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.621 | Train Acc: 62.45%
	 Val. Loss: 0.754 |  Val. Acc: 47.00%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.619 | Train Acc: 62.45%
	 Val. Loss: 0.751 |  Val. Acc: 47.00%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.617 | Train Acc: 62.45%
	 Val. Loss: 0.747 |  Val. Acc: 47.00%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.615 | Train Acc: 62.45%
	 Val. Loss: 0.744 |  Val. Acc: 47.00%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.613 | Train Acc: 62.45%
	 Val. Loss: 0.740 |  Val. Acc: 47.00%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.611 | Train Acc: 62.45%
	 Val. Loss: 0.737 |  Val. Acc: 47.00%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.609 | Train Acc: 62.45%
	 Val. Loss: 0.734 |  Val. Acc: 47.00%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 62.45%
	 Val. Loss: 0.731 |  Val. Acc: 47.00%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.605 | Train Acc: 62.45%
	 Val. Loss: 0.728 |  Val. Acc: 47.00%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 62.45%
	 Val. Loss: 0.725 |  Val. Acc: 47.00%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.602 | Train Acc: 62.45%
	 Val. Loss: 0.722 |  Val. Acc: 47.00%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 62.45%
	 Val. Loss: 0.719 |  Val. Acc: 47.00%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 62.45%
	 Val. Loss: 0.716 |  Val. Acc: 47.00%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 62.45%
	 Val. Loss: 0.713 |  Val. Acc: 47.00%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 62.45%
	 Val. Loss: 0.711 |  Val. Acc: 47.00%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 62.45%
	 Val. Loss: 0.708 |  Val. Acc: 47.00%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 62.45%
	 Val. Loss: 0.705 |  Val. Acc: 47.00%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.591 | Train Acc: 62.45%
	 Val. Loss: 0.703 |  Val. Acc: 47.00%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 62.45%
	 Val. Loss: 0.700 |  Val. Acc: 47.00%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 62.45%
	 Val. Loss: 0.697 |  Val. Acc: 47.00%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.586 | Train Acc: 62.45%
	 Val. Loss: 0.695 |  Val. Acc: 47.00%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.584 | Train Acc: 62.45%
	 Val. Loss: 0.692 |  Val. Acc: 47.00%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.583 | Train Acc: 62.45%
	 Val. Loss: 0.690 |  Val. Acc: 47.00%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.582 | Train Acc: 62.45%
	 Val. Loss: 0.687 |  Val. Acc: 47.00%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.580 | Train Acc: 62.45%
	 Val. Loss: 0.685 |  Val. Acc: 47.00%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.579 | Train Acc: 62.45%
	 Val. Loss: 0.683 |  Val. Acc: 47.00%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.577 | Train Acc: 62.45%
	 Val. Loss: 0.680 |  Val. Acc: 47.00%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.576 | Train Acc: 62.45%
	 Val. Loss: 0.678 |  Val. Acc: 47.00%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.574 | Train Acc: 62.45%
	 Val. Loss: 0.676 |  Val. Acc: 47.00%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.573 | Train Acc: 62.45%
	 Val. Loss: 0.673 |  Val. Acc: 47.00%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.571 | Train Acc: 62.45%
	 Val. Loss: 0.671 |  Val. Acc: 47.00%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.570 | Train Acc: 62.45%
	 Val. Loss: 0.669 |  Val. Acc: 47.00%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.569 | Train Acc: 62.45%
	 Val. Loss: 0.666 |  Val. Acc: 47.00%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.567 | Train Acc: 62.45%
	 Val. Loss: 0.664 |  Val. Acc: 47.00%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.566 | Train Acc: 62.45%
	 Val. Loss: 0.662 |  Val. Acc: 47.00%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.564 | Train Acc: 62.45%
	 Val. Loss: 0.660 |  Val. Acc: 47.00%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.563 | Train Acc: 62.45%
	 Val. Loss: 0.658 |  Val. Acc: 47.00%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.562 | Train Acc: 62.45%
	 Val. Loss: 0.655 |  Val. Acc: 47.00%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.560 | Train Acc: 62.45%
	 Val. Loss: 0.653 |  Val. Acc: 47.00%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.559 | Train Acc: 62.45%
	 Val. Loss: 0.651 |  Val. Acc: 47.00%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.558 | Train Acc: 62.45%
	 Val. Loss: 0.649 |  Val. Acc: 47.00%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.556 | Train Acc: 62.45%
	 Val. Loss: 0.647 |  Val. Acc: 47.00%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.555 | Train Acc: 62.45%
	 Val. Loss: 0.645 |  Val. Acc: 47.00%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.553 | Train Acc: 62.45%
	 Val. Loss: 0.642 |  Val. Acc: 47.00%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.552 | Train Acc: 62.45%
	 Val. Loss: 0.640 |  Val. Acc: 47.00%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.551 | Train Acc: 62.45%
	 Val. Loss: 0.638 |  Val. Acc: 47.00%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.549 | Train Acc: 62.45%
	 Val. Loss: 0.636 |  Val. Acc: 47.00%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.548 | Train Acc: 62.45%
	 Val. Loss: 0.634 |  Val. Acc: 47.00%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.547 | Train Acc: 62.45%
	 Val. Loss: 0.632 |  Val. Acc: 47.00%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.545 | Train Acc: 62.45%
	 Val. Loss: 0.630 |  Val. Acc: 47.00%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.544 | Train Acc: 62.45%
	 Val. Loss: 0.628 |  Val. Acc: 47.00%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.542 | Train Acc: 63.04%
	 Val. Loss: 0.626 |  Val. Acc: 47.00%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.541 | Train Acc: 63.04%
	 Val. Loss: 0.623 |  Val. Acc: 47.00%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.540 | Train Acc: 63.04%
	 Val. Loss: 0.621 |  Val. Acc: 47.00%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.538 | Train Acc: 63.33%
	 Val. Loss: 0.619 |  Val. Acc: 47.00%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.537 | Train Acc: 63.33%
	 Val. Loss: 0.617 |  Val. Acc: 47.00%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.535 | Train Acc: 63.63%
	 Val. Loss: 0.615 |  Val. Acc: 52.00%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.534 | Train Acc: 64.22%
	 Val. Loss: 0.613 |  Val. Acc: 69.33%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.533 | Train Acc: 65.69%
	 Val. Loss: 0.611 |  Val. Acc: 69.33%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.531 | Train Acc: 67.16%
	 Val. Loss: 0.609 |  Val. Acc: 69.33%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.530 | Train Acc: 69.41%
	 Val. Loss: 0.607 |  Val. Acc: 69.33%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.528 | Train Acc: 70.59%
	 Val. Loss: 0.605 |  Val. Acc: 69.33%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.527 | Train Acc: 70.88%
	 Val. Loss: 0.603 |  Val. Acc: 69.33%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.526 | Train Acc: 71.47%
	 Val. Loss: 0.601 |  Val. Acc: 69.33%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.524 | Train Acc: 71.76%
	 Val. Loss: 0.599 |  Val. Acc: 69.33%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.523 | Train Acc: 72.06%
	 Val. Loss: 0.596 |  Val. Acc: 69.33%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.521 | Train Acc: 72.06%
	 Val. Loss: 0.594 |  Val. Acc: 69.33%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.520 | Train Acc: 72.06%
	 Val. Loss: 0.592 |  Val. Acc: 69.33%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.519 | Train Acc: 72.06%
	 Val. Loss: 0.590 |  Val. Acc: 69.33%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.517 | Train Acc: 72.06%
	 Val. Loss: 0.588 |  Val. Acc: 69.33%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.516 | Train Acc: 72.06%
	 Val. Loss: 0.586 |  Val. Acc: 69.33%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.514 | Train Acc: 72.06%
	 Val. Loss: 0.584 |  Val. Acc: 69.33%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.513 | Train Acc: 72.06%
	 Val. Loss: 0.582 |  Val. Acc: 69.33%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.511 | Train Acc: 72.06%
	 Val. Loss: 0.580 |  Val. Acc: 71.33%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.510 | Train Acc: 72.06%
	 Val. Loss: 0.578 |  Val. Acc: 72.33%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.508 | Train Acc: 72.35%
	 Val. Loss: 0.576 |  Val. Acc: 72.33%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.507 | Train Acc: 72.35%
	 Val. Loss: 0.573 |  Val. Acc: 71.33%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.505 | Train Acc: 71.76%
	 Val. Loss: 0.571 |  Val. Acc: 74.33%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.504 | Train Acc: 71.76%
	 Val. Loss: 0.569 |  Val. Acc: 75.33%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.503 | Train Acc: 72.06%
	 Val. Loss: 0.567 |  Val. Acc: 75.33%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.501 | Train Acc: 72.94%
	 Val. Loss: 0.565 |  Val. Acc: 75.33%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.500 | Train Acc: 74.12%
	 Val. Loss: 0.563 |  Val. Acc: 75.33%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.498 | Train Acc: 74.41%
	 Val. Loss: 0.561 |  Val. Acc: 76.33%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.497 | Train Acc: 74.41%
	 Val. Loss: 0.559 |  Val. Acc: 76.33%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.495 | Train Acc: 74.71%
	 Val. Loss: 0.557 |  Val. Acc: 77.33%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.494 | Train Acc: 75.88%
	 Val. Loss: 0.554 |  Val. Acc: 77.33%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.492 | Train Acc: 76.47%
	 Val. Loss: 0.552 |  Val. Acc: 78.33%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.491 | Train Acc: 77.06%
	 Val. Loss: 0.550 |  Val. Acc: 78.33%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.489 | Train Acc: 78.14%
	 Val. Loss: 0.548 |  Val. Acc: 78.33%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.488 | Train Acc: 78.73%
	 Val. Loss: 0.546 |  Val. Acc: 78.33%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.486 | Train Acc: 80.20%
	 Val. Loss: 0.544 |  Val. Acc: 78.33%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.485 | Train Acc: 80.69%
	 Val. Loss: 0.542 |  Val. Acc: 79.33%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.483 | Train Acc: 80.69%
	 Val. Loss: 0.539 |  Val. Acc: 79.33%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.481 | Train Acc: 80.69%
	 Val. Loss: 0.537 |  Val. Acc: 80.33%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.480 | Train Acc: 81.86%
	 Val. Loss: 0.535 |  Val. Acc: 80.33%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.478 | Train Acc: 82.45%
	 Val. Loss: 0.533 |  Val. Acc: 80.33%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.477 | Train Acc: 82.75%
	 Val. Loss: 0.531 |  Val. Acc: 80.33%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.475 | Train Acc: 83.04%
	 Val. Loss: 0.529 |  Val. Acc: 80.33%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.474 | Train Acc: 83.04%
	 Val. Loss: 0.527 |  Val. Acc: 87.00%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.472 | Train Acc: 83.33%
	 Val. Loss: 0.524 |  Val. Acc: 87.00%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.471 | Train Acc: 83.33%
	 Val. Loss: 0.522 |  Val. Acc: 87.00%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.469 | Train Acc: 83.04%
	 Val. Loss: 0.520 |  Val. Acc: 87.00%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.468 | Train Acc: 83.04%
	 Val. Loss: 0.518 |  Val. Acc: 87.00%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.466 | Train Acc: 82.75%
	 Val. Loss: 0.516 |  Val. Acc: 87.00%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.464 | Train Acc: 82.75%
	 Val. Loss: 0.514 |  Val. Acc: 87.00%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.463 | Train Acc: 82.75%
	 Val. Loss: 0.511 |  Val. Acc: 87.00%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.461 | Train Acc: 82.75%
	 Val. Loss: 0.509 |  Val. Acc: 87.00%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.460 | Train Acc: 83.04%
	 Val. Loss: 0.507 |  Val. Acc: 87.00%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.458 | Train Acc: 82.75%
	 Val. Loss: 0.505 |  Val. Acc: 87.00%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.456 | Train Acc: 82.75%
	 Val. Loss: 0.503 |  Val. Acc: 87.00%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.455 | Train Acc: 83.04%
	 Val. Loss: 0.500 |  Val. Acc: 87.00%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.453 | Train Acc: 82.75%
	 Val. Loss: 0.498 |  Val. Acc: 87.00%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.452 | Train Acc: 82.75%
	 Val. Loss: 0.496 |  Val. Acc: 87.00%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.450 | Train Acc: 82.16%
	 Val. Loss: 0.494 |  Val. Acc: 87.00%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.449 | Train Acc: 82.45%
	 Val. Loss: 0.492 |  Val. Acc: 87.00%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.447 | Train Acc: 82.45%
	 Val. Loss: 0.490 |  Val. Acc: 88.00%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.445 | Train Acc: 82.45%
	 Val. Loss: 0.487 |  Val. Acc: 88.00%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.444 | Train Acc: 82.45%
	 Val. Loss: 0.485 |  Val. Acc: 88.00%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.442 | Train Acc: 82.45%
	 Val. Loss: 0.483 |  Val. Acc: 88.00%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.440 | Train Acc: 82.16%
	 Val. Loss: 0.481 |  Val. Acc: 88.00%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.439 | Train Acc: 82.16%
	 Val. Loss: 0.479 |  Val. Acc: 88.00%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.437 | Train Acc: 82.16%
	 Val. Loss: 0.476 |  Val. Acc: 88.00%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.436 | Train Acc: 82.45%
	 Val. Loss: 0.474 |  Val. Acc: 89.00%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.434 | Train Acc: 83.04%
	 Val. Loss: 0.472 |  Val. Acc: 88.00%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.432 | Train Acc: 83.33%
	 Val. Loss: 0.470 |  Val. Acc: 88.00%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.431 | Train Acc: 83.33%
	 Val. Loss: 0.468 |  Val. Acc: 88.00%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.429 | Train Acc: 83.33%
	 Val. Loss: 0.466 |  Val. Acc: 88.00%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.428 | Train Acc: 83.33%
	 Val. Loss: 0.463 |  Val. Acc: 88.00%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.426 | Train Acc: 83.04%
	 Val. Loss: 0.461 |  Val. Acc: 88.00%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.424 | Train Acc: 83.04%
	 Val. Loss: 0.459 |  Val. Acc: 88.00%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.423 | Train Acc: 83.04%
	 Val. Loss: 0.457 |  Val. Acc: 88.00%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.421 | Train Acc: 83.04%
	 Val. Loss: 0.455 |  Val. Acc: 89.00%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.420 | Train Acc: 83.33%
	 Val. Loss: 0.453 |  Val. Acc: 89.00%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.418 | Train Acc: 83.92%
	 Val. Loss: 0.450 |  Val. Acc: 88.00%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.416 | Train Acc: 85.00%
	 Val. Loss: 0.448 |  Val. Acc: 88.00%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.415 | Train Acc: 85.29%
	 Val. Loss: 0.446 |  Val. Acc: 88.00%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.413 | Train Acc: 85.59%
	 Val. Loss: 0.444 |  Val. Acc: 88.00%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.412 | Train Acc: 85.59%
	 Val. Loss: 0.442 |  Val. Acc: 88.00%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.410 | Train Acc: 85.29%
	 Val. Loss: 0.440 |  Val. Acc: 88.00%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.408 | Train Acc: 85.29%
	 Val. Loss: 0.438 |  Val. Acc: 88.00%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.407 | Train Acc: 85.29%
	 Val. Loss: 0.435 |  Val. Acc: 88.00%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.405 | Train Acc: 85.29%
	 Val. Loss: 0.433 |  Val. Acc: 88.00%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.404 | Train Acc: 85.29%
	 Val. Loss: 0.431 |  Val. Acc: 88.00%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.402 | Train Acc: 85.29%
	 Val. Loss: 0.429 |  Val. Acc: 88.00%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.400 | Train Acc: 85.29%
	 Val. Loss: 0.427 |  Val. Acc: 88.00%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.399 | Train Acc: 85.59%
	 Val. Loss: 0.425 |  Val. Acc: 88.00%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.397 | Train Acc: 85.59%
	 Val. Loss: 0.423 |  Val. Acc: 88.00%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.396 | Train Acc: 85.29%
	 Val. Loss: 0.421 |  Val. Acc: 88.00%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.394 | Train Acc: 85.29%
	 Val. Loss: 0.419 |  Val. Acc: 88.00%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.393 | Train Acc: 85.29%
	 Val. Loss: 0.417 |  Val. Acc: 88.00%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.391 | Train Acc: 85.29%
	 Val. Loss: 0.415 |  Val. Acc: 87.00%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.389 | Train Acc: 85.29%
	 Val. Loss: 0.413 |  Val. Acc: 87.00%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.388 | Train Acc: 85.29%
	 Val. Loss: 0.410 |  Val. Acc: 87.00%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.386 | Train Acc: 85.29%
	 Val. Loss: 0.408 |  Val. Acc: 87.00%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.385 | Train Acc: 85.29%
	 Val. Loss: 0.406 |  Val. Acc: 87.00%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.383 | Train Acc: 85.59%
	 Val. Loss: 0.404 |  Val. Acc: 87.00%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.382 | Train Acc: 85.59%
	 Val. Loss: 0.402 |  Val. Acc: 87.00%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.380 | Train Acc: 85.88%
	 Val. Loss: 0.400 |  Val. Acc: 87.00%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.379 | Train Acc: 86.47%
	 Val. Loss: 0.399 |  Val. Acc: 87.00%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.377 | Train Acc: 87.06%
	 Val. Loss: 0.397 |  Val. Acc: 87.00%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.376 | Train Acc: 87.65%
	 Val. Loss: 0.395 |  Val. Acc: 87.00%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.374 | Train Acc: 87.94%
	 Val. Loss: 0.393 |  Val. Acc: 88.00%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.373 | Train Acc: 87.94%
	 Val. Loss: 0.391 |  Val. Acc: 88.00%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.371 | Train Acc: 87.94%
	 Val. Loss: 0.389 |  Val. Acc: 88.00%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.370 | Train Acc: 87.94%
	 Val. Loss: 0.387 |  Val. Acc: 88.00%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.368 | Train Acc: 87.65%
	 Val. Loss: 0.385 |  Val. Acc: 88.00%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.367 | Train Acc: 87.94%
	 Val. Loss: 0.383 |  Val. Acc: 88.00%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.365 | Train Acc: 87.94%
	 Val. Loss: 0.381 |  Val. Acc: 88.00%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.364 | Train Acc: 87.94%
	 Val. Loss: 0.379 |  Val. Acc: 88.00%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.362 | Train Acc: 87.94%
	 Val. Loss: 0.378 |  Val. Acc: 88.00%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.361 | Train Acc: 87.94%
	 Val. Loss: 0.376 |  Val. Acc: 88.00%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.360 | Train Acc: 87.94%
	 Val. Loss: 0.374 |  Val. Acc: 89.00%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.358 | Train Acc: 88.53%
	 Val. Loss: 0.372 |  Val. Acc: 89.00%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.357 | Train Acc: 88.53%
	 Val. Loss: 0.370 |  Val. Acc: 89.00%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.355 | Train Acc: 88.53%
	 Val. Loss: 0.369 |  Val. Acc: 89.00%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.354 | Train Acc: 88.53%
	 Val. Loss: 0.367 |  Val. Acc: 89.00%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.352 | Train Acc: 89.12%
	 Val. Loss: 0.365 |  Val. Acc: 89.00%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.351 | Train Acc: 89.12%
	 Val. Loss: 0.363 |  Val. Acc: 89.00%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.350 | Train Acc: 89.12%
	 Val. Loss: 0.362 |  Val. Acc: 89.00%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.348 | Train Acc: 89.12%
	 Val. Loss: 0.360 |  Val. Acc: 89.00%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.347 | Train Acc: 89.61%
	 Val. Loss: 0.358 |  Val. Acc: 89.00%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.346 | Train Acc: 89.90%
	 Val. Loss: 0.356 |  Val. Acc: 89.00%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.344 | Train Acc: 90.20%
	 Val. Loss: 0.355 |  Val. Acc: 89.00%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.343 | Train Acc: 90.20%
	 Val. Loss: 0.353 |  Val. Acc: 89.00%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.342 | Train Acc: 90.20%
	 Val. Loss: 0.351 |  Val. Acc: 89.00%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.340 | Train Acc: 90.20%
	 Val. Loss: 0.350 |  Val. Acc: 89.00%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.339 | Train Acc: 90.20%
	 Val. Loss: 0.348 |  Val. Acc: 89.00%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.338 | Train Acc: 90.20%
	 Val. Loss: 0.347 |  Val. Acc: 89.00%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.336 | Train Acc: 90.20%
	 Val. Loss: 0.345 |  Val. Acc: 89.00%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.335 | Train Acc: 90.20%
	 Val. Loss: 0.343 |  Val. Acc: 89.00%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.334 | Train Acc: 90.49%
	 Val. Loss: 0.342 |  Val. Acc: 89.00%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.333 | Train Acc: 90.49%
	 Val. Loss: 0.340 |  Val. Acc: 89.00%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.331 | Train Acc: 90.49%
	 Val. Loss: 0.339 |  Val. Acc: 89.00%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.330 | Train Acc: 90.49%
	 Val. Loss: 0.337 |  Val. Acc: 89.00%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.329 | Train Acc: 90.49%
	 Val. Loss: 0.336 |  Val. Acc: 89.00%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.328 | Train Acc: 90.49%
	 Val. Loss: 0.334 |  Val. Acc: 89.00%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.326 | Train Acc: 90.49%
	 Val. Loss: 0.333 |  Val. Acc: 90.00%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.325 | Train Acc: 90.78%
	 Val. Loss: 0.331 |  Val. Acc: 90.00%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.324 | Train Acc: 90.78%
	 Val. Loss: 0.330 |  Val. Acc: 91.00%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.323 | Train Acc: 90.78%
	 Val. Loss: 0.328 |  Val. Acc: 91.00%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.322 | Train Acc: 90.78%
	 Val. Loss: 0.327 |  Val. Acc: 91.00%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.320 | Train Acc: 90.78%
	 Val. Loss: 0.325 |  Val. Acc: 91.00%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.319 | Train Acc: 91.08%
	 Val. Loss: 0.324 |  Val. Acc: 91.00%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.318 | Train Acc: 91.08%
	 Val. Loss: 0.323 |  Val. Acc: 91.00%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.317 | Train Acc: 91.08%
	 Val. Loss: 0.321 |  Val. Acc: 91.00%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.316 | Train Acc: 91.57%
	 Val. Loss: 0.320 |  Val. Acc: 91.00%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.315 | Train Acc: 91.57%
	 Val. Loss: 0.319 |  Val. Acc: 91.00%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.314 | Train Acc: 91.86%
	 Val. Loss: 0.317 |  Val. Acc: 91.00%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.312 | Train Acc: 91.86%
	 Val. Loss: 0.316 |  Val. Acc: 91.00%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.311 | Train Acc: 91.86%
	 Val. Loss: 0.315 |  Val. Acc: 91.00%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.310 | Train Acc: 91.86%
	 Val. Loss: 0.313 |  Val. Acc: 91.00%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.309 | Train Acc: 91.86%
	 Val. Loss: 0.312 |  Val. Acc: 91.00%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.308 | Train Acc: 91.86%
	 Val. Loss: 0.311 |  Val. Acc: 91.00%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.307 | Train Acc: 91.86%
	 Val. Loss: 0.309 |  Val. Acc: 91.00%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.306 | Train Acc: 91.86%
	 Val. Loss: 0.308 |  Val. Acc: 91.00%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.305 | Train Acc: 91.86%
	 Val. Loss: 0.307 |  Val. Acc: 91.00%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.304 | Train Acc: 91.86%
	 Val. Loss: 0.306 |  Val. Acc: 91.00%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.303 | Train Acc: 91.86%
	 Val. Loss: 0.305 |  Val. Acc: 91.00%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.302 | Train Acc: 91.86%
	 Val. Loss: 0.303 |  Val. Acc: 91.00%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.301 | Train Acc: 91.86%
	 Val. Loss: 0.302 |  Val. Acc: 91.00%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.300 | Train Acc: 91.86%
	 Val. Loss: 0.301 |  Val. Acc: 91.00%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.299 | Train Acc: 91.86%
	 Val. Loss: 0.300 |  Val. Acc: 91.00%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.298 | Train Acc: 91.86%
	 Val. Loss: 0.299 |  Val. Acc: 91.00%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.297 | Train Acc: 91.86%
	 Val. Loss: 0.298 |  Val. Acc: 91.00%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.296 | Train Acc: 91.86%
	 Val. Loss: 0.296 |  Val. Acc: 91.00%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.295 | Train Acc: 91.86%
	 Val. Loss: 0.295 |  Val. Acc: 91.00%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.294 | Train Acc: 91.86%
	 Val. Loss: 0.294 |  Val. Acc: 91.00%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.293 | Train Acc: 91.86%
	 Val. Loss: 0.293 |  Val. Acc: 91.00%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.292 | Train Acc: 91.86%
	 Val. Loss: 0.292 |  Val. Acc: 91.00%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.291 | Train Acc: 91.86%
	 Val. Loss: 0.291 |  Val. Acc: 91.00%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.290 | Train Acc: 91.86%
	 Val. Loss: 0.290 |  Val. Acc: 91.00%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.289 | Train Acc: 91.86%
	 Val. Loss: 0.289 |  Val. Acc: 91.00%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.288 | Train Acc: 91.57%
	 Val. Loss: 0.288 |  Val. Acc: 91.00%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.287 | Train Acc: 91.57%
	 Val. Loss: 0.287 |  Val. Acc: 91.00%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.286 | Train Acc: 91.57%
	 Val. Loss: 0.286 |  Val. Acc: 91.00%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.285 | Train Acc: 91.57%
	 Val. Loss: 0.285 |  Val. Acc: 91.00%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.284 | Train Acc: 91.57%
	 Val. Loss: 0.284 |  Val. Acc: 91.00%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.283 | Train Acc: 91.57%
	 Val. Loss: 0.283 |  Val. Acc: 91.00%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.283 | Train Acc: 91.27%
	 Val. Loss: 0.282 |  Val. Acc: 91.00%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.282 | Train Acc: 91.27%
	 Val. Loss: 0.281 |  Val. Acc: 91.00%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.281 | Train Acc: 91.27%
	 Val. Loss: 0.280 |  Val. Acc: 91.00%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.280 | Train Acc: 91.27%
	 Val. Loss: 0.279 |  Val. Acc: 91.00%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.279 | Train Acc: 91.27%
	 Val. Loss: 0.278 |  Val. Acc: 91.00%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.278 | Train Acc: 91.27%
	 Val. Loss: 0.277 |  Val. Acc: 91.00%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.277 | Train Acc: 91.27%
	 Val. Loss: 0.276 |  Val. Acc: 91.00%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.276 | Train Acc: 91.27%
	 Val. Loss: 0.275 |  Val. Acc: 91.00%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.276 | Train Acc: 91.27%
	 Val. Loss: 0.274 |  Val. Acc: 91.00%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.275 | Train Acc: 91.27%
	 Val. Loss: 0.274 |  Val. Acc: 91.00%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.274 | Train Acc: 91.27%
	 Val. Loss: 0.273 |  Val. Acc: 91.00%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.273 | Train Acc: 91.27%
	 Val. Loss: 0.272 |  Val. Acc: 91.00%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.272 | Train Acc: 91.27%
	 Val. Loss: 0.271 |  Val. Acc: 91.00%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.272 | Train Acc: 91.27%
	 Val. Loss: 0.270 |  Val. Acc: 91.00%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.271 | Train Acc: 90.98%
	 Val. Loss: 0.269 |  Val. Acc: 91.00%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.270 | Train Acc: 90.98%
	 Val. Loss: 0.268 |  Val. Acc: 91.00%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.269 | Train Acc: 90.98%
	 Val. Loss: 0.268 |  Val. Acc: 91.00%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.268 | Train Acc: 90.98%
	 Val. Loss: 0.267 |  Val. Acc: 91.00%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.268 | Train Acc: 90.98%
	 Val. Loss: 0.266 |  Val. Acc: 91.00%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.267 | Train Acc: 90.98%
	 Val. Loss: 0.265 |  Val. Acc: 91.00%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.266 | Train Acc: 90.69%
	 Val. Loss: 0.264 |  Val. Acc: 91.00%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.265 | Train Acc: 90.69%
	 Val. Loss: 0.264 |  Val. Acc: 91.00%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.264 | Train Acc: 90.69%
	 Val. Loss: 0.263 |  Val. Acc: 91.00%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.264 | Train Acc: 90.69%
	 Val. Loss: 0.262 |  Val. Acc: 91.00%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.263 | Train Acc: 90.69%
	 Val. Loss: 0.261 |  Val. Acc: 91.00%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.262 | Train Acc: 90.69%
	 Val. Loss: 0.260 |  Val. Acc: 91.00%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.261 | Train Acc: 90.69%
	 Val. Loss: 0.260 |  Val. Acc: 91.00%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.261 | Train Acc: 90.69%
	 Val. Loss: 0.259 |  Val. Acc: 91.00%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.260 | Train Acc: 90.69%
	 Val. Loss: 0.258 |  Val. Acc: 91.00%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.259 | Train Acc: 90.69%
	 Val. Loss: 0.258 |  Val. Acc: 91.00%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.259 | Train Acc: 90.69%
	 Val. Loss: 0.257 |  Val. Acc: 91.00%
Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.258 | Train Acc: 90.69%
	 Val. Loss: 0.256 |  Val. Acc: 91.00%
Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.257 | Train Acc: 90.69%
	 Val. Loss: 0.255 |  Val. Acc: 91.00%
Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.256 | Train Acc: 90.69%
	 Val. Loss: 0.255 |  Val. Acc: 91.00%
Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.256 | Train Acc: 90.69%
	 Val. Loss: 0.254 |  Val. Acc: 91.00%
Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.255 | Train Acc: 90.69%
	 Val. Loss: 0.253 |  Val. Acc: 91.00%
Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.254 | Train Acc: 90.69%
	 Val. Loss: 0.253 |  Val. Acc: 91.00%
Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.254 | Train Acc: 90.69%
	 Val. Loss: 0.252 |  Val. Acc: 91.00%
Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.253 | Train Acc: 90.69%
	 Val. Loss: 0.251 |  Val. Acc: 91.00%
Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.252 | Train Acc: 90.69%
	 Val. Loss: 0.251 |  Val. Acc: 91.00%
Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.252 | Train Acc: 90.69%
	 Val. Loss: 0.250 |  Val. Acc: 91.00%
Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.251 | Train Acc: 90.69%
	 Val. Loss: 0.249 |  Val. Acc: 91.00%
Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.250 | Train Acc: 90.69%
	 Val. Loss: 0.249 |  Val. Acc: 91.00%
Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.250 | Train Acc: 90.69%
	 Val. Loss: 0.248 |  Val. Acc: 91.00%
Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.249 | Train Acc: 90.69%
	 Val. Loss: 0.247 |  Val. Acc: 91.00%
Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.248 | Train Acc: 90.69%
	 Val. Loss: 0.247 |  Val. Acc: 91.00%
Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.248 | Train Acc: 90.69%
	 Val. Loss: 0.246 |  Val. Acc: 91.00%
Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.247 | Train Acc: 90.69%
	 Val. Loss: 0.246 |  Val. Acc: 91.00%
Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.246 | Train Acc: 90.69%
	 Val. Loss: 0.245 |  Val. Acc: 91.00%
Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.246 | Train Acc: 90.69%
	 Val. Loss: 0.244 |  Val. Acc: 91.00%
Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.245 | Train Acc: 90.69%
	 Val. Loss: 0.244 |  Val. Acc: 91.00%
Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.244 | Train Acc: 90.69%
	 Val. Loss: 0.243 |  Val. Acc: 91.00%
Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.244 | Train Acc: 90.69%
	 Val. Loss: 0.243 |  Val. Acc: 91.00%
Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.243 | Train Acc: 90.69%
	 Val. Loss: 0.242 |  Val. Acc: 91.00%
Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.242 | Train Acc: 90.69%
	 Val. Loss: 0.241 |  Val. Acc: 91.00%
Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.242 | Train Acc: 90.69%
	 Val. Loss: 0.241 |  Val. Acc: 91.00%
Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.241 | Train Acc: 90.69%
	 Val. Loss: 0.240 |  Val. Acc: 91.00%
Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.241 | Train Acc: 90.69%
	 Val. Loss: 0.240 |  Val. Acc: 91.00%
Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.240 | Train Acc: 90.69%
	 Val. Loss: 0.239 |  Val. Acc: 91.00%
Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.239 | Train Acc: 90.69%
	 Val. Loss: 0.239 |  Val. Acc: 91.00%
Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.239 | Train Acc: 90.69%
	 Val. Loss: 0.238 |  Val. Acc: 91.00%
Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.238 | Train Acc: 90.69%
	 Val. Loss: 0.238 |  Val. Acc: 91.00%
Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.238 | Train Acc: 90.69%
	 Val. Loss: 0.237 |  Val. Acc: 91.00%
Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.237 | Train Acc: 90.69%
	 Val. Loss: 0.237 |  Val. Acc: 91.00%
Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.236 | Train Acc: 90.69%
	 Val. Loss: 0.236 |  Val. Acc: 91.00%
Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.236 | Train Acc: 90.69%
	 Val. Loss: 0.236 |  Val. Acc: 91.00%
Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 90.69%
	 Val. Loss: 0.235 |  Val. Acc: 91.00%
Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 90.69%
	 Val. Loss: 0.234 |  Val. Acc: 91.00%
Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.234 | Train Acc: 90.69%
	 Val. Loss: 0.234 |  Val. Acc: 91.00%
Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.234 | Train Acc: 90.69%
	 Val. Loss: 0.233 |  Val. Acc: 91.00%
Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.233 | Train Acc: 90.69%
	 Val. Loss: 0.233 |  Val. Acc: 93.00%
Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.232 | Train Acc: 90.69%
	 Val. Loss: 0.232 |  Val. Acc: 93.00%
Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.232 | Train Acc: 90.69%
	 Val. Loss: 0.232 |  Val. Acc: 93.00%
Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.231 | Train Acc: 90.69%
	 Val. Loss: 0.231 |  Val. Acc: 93.00%
Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.231 | Train Acc: 90.69%
	 Val. Loss: 0.231 |  Val. Acc: 93.00%
Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 90.69%
	 Val. Loss: 0.231 |  Val. Acc: 93.00%
Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 90.69%
	 Val. Loss: 0.230 |  Val. Acc: 93.00%
Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.229 | Train Acc: 90.69%
	 Val. Loss: 0.230 |  Val. Acc: 93.00%
Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.229 | Train Acc: 90.98%
	 Val. Loss: 0.229 |  Val. Acc: 93.00%
Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.228 | Train Acc: 91.27%
	 Val. Loss: 0.229 |  Val. Acc: 93.00%
Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 91.27%
	 Val. Loss: 0.228 |  Val. Acc: 93.00%
Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 91.27%
	 Val. Loss: 0.228 |  Val. Acc: 93.00%
Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 91.86%
	 Val. Loss: 0.227 |  Val. Acc: 93.00%
Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 91.86%
	 Val. Loss: 0.227 |  Val. Acc: 93.00%
Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.225 | Train Acc: 91.86%
	 Val. Loss: 0.226 |  Val. Acc: 93.00%
Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.225 | Train Acc: 91.86%
	 Val. Loss: 0.226 |  Val. Acc: 93.00%
Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.224 | Train Acc: 91.86%
	 Val. Loss: 0.225 |  Val. Acc: 93.00%
Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.224 | Train Acc: 91.86%
	 Val. Loss: 0.225 |  Val. Acc: 93.00%
Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 91.86%
	 Val. Loss: 0.225 |  Val. Acc: 93.00%
Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 91.86%
	 Val. Loss: 0.224 |  Val. Acc: 93.00%
Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.222 | Train Acc: 91.86%
	 Val. Loss: 0.224 |  Val. Acc: 93.00%
Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.222 | Train Acc: 91.86%
	 Val. Loss: 0.223 |  Val. Acc: 93.00%
Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 91.86%
	 Val. Loss: 0.223 |  Val. Acc: 93.00%
Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 91.86%
	 Val. Loss: 0.223 |  Val. Acc: 93.00%
Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 91.86%
	 Val. Loss: 0.222 |  Val. Acc: 93.00%
Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 91.86%
	 Val. Loss: 0.222 |  Val. Acc: 93.00%
Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.219 | Train Acc: 91.86%
	 Val. Loss: 0.221 |  Val. Acc: 93.00%
Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.219 | Train Acc: 91.86%
	 Val. Loss: 0.221 |  Val. Acc: 93.00%
Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.218 | Train Acc: 91.86%
	 Val. Loss: 0.220 |  Val. Acc: 93.00%
Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.218 | Train Acc: 91.86%
	 Val. Loss: 0.220 |  Val. Acc: 93.00%
Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 92.16%
	 Val. Loss: 0.220 |  Val. Acc: 93.00%
Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 92.16%
	 Val. Loss: 0.219 |  Val. Acc: 93.00%
Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.216 | Train Acc: 92.16%
	 Val. Loss: 0.219 |  Val. Acc: 93.00%
Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.216 | Train Acc: 92.16%
	 Val. Loss: 0.219 |  Val. Acc: 93.00%
Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 92.16%
	 Val. Loss: 0.218 |  Val. Acc: 93.00%
Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 92.16%
	 Val. Loss: 0.218 |  Val. Acc: 93.00%
Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 92.16%
	 Val. Loss: 0.217 |  Val. Acc: 93.00%
Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 92.16%
	 Val. Loss: 0.217 |  Val. Acc: 93.00%
Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 92.16%
	 Val. Loss: 0.217 |  Val. Acc: 93.00%
Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 92.16%
	 Val. Loss: 0.216 |  Val. Acc: 93.00%
Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 92.16%
	 Val. Loss: 0.216 |  Val. Acc: 93.00%
Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 92.16%
	 Val. Loss: 0.216 |  Val. Acc: 93.00%
Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 92.16%
	 Val. Loss: 0.215 |  Val. Acc: 93.00%
Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 92.16%
	 Val. Loss: 0.215 |  Val. Acc: 93.00%
Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 92.16%
	 Val. Loss: 0.214 |  Val. Acc: 93.00%
Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 92.16%
	 Val. Loss: 0.214 |  Val. Acc: 93.00%
Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 92.16%
	 Val. Loss: 0.214 |  Val. Acc: 93.00%
Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 92.16%
	 Val. Loss: 0.213 |  Val. Acc: 93.00%
Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 92.16%
	 Val. Loss: 0.213 |  Val. Acc: 93.00%
Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 92.16%
	 Val. Loss: 0.213 |  Val. Acc: 93.00%
Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 92.16%
	 Val. Loss: 0.212 |  Val. Acc: 93.00%
Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 92.16%
	 Val. Loss: 0.212 |  Val. Acc: 93.00%
Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 92.16%
	 Val. Loss: 0.212 |  Val. Acc: 93.00%
Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 92.16%
	 Val. Loss: 0.211 |  Val. Acc: 93.00%
Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 92.16%
	 Val. Loss: 0.211 |  Val. Acc: 93.00%
Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 92.16%
	 Val. Loss: 0.211 |  Val. Acc: 93.00%
Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 92.16%
	 Val. Loss: 0.210 |  Val. Acc: 93.00%
Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 92.16%
	 Val. Loss: 0.210 |  Val. Acc: 93.00%
Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.204 | Train Acc: 92.16%
	 Val. Loss: 0.210 |  Val. Acc: 93.00%
Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.204 | Train Acc: 92.16%
	 Val. Loss: 0.209 |  Val. Acc: 93.00%
Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.203 | Train Acc: 92.16%
	 Val. Loss: 0.209 |  Val. Acc: 93.00%
Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.203 | Train Acc: 92.16%
	 Val. Loss: 0.209 |  Val. Acc: 93.00%
Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.203 | Train Acc: 92.45%
	 Val. Loss: 0.208 |  Val. Acc: 93.00%
Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.202 | Train Acc: 92.45%
	 Val. Loss: 0.208 |  Val. Acc: 93.00%
Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.202 | Train Acc: 92.45%
	 Val. Loss: 0.208 |  Val. Acc: 93.00%
Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.201 | Train Acc: 92.45%
	 Val. Loss: 0.207 |  Val. Acc: 93.00%
Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.201 | Train Acc: 92.94%
	 Val. Loss: 0.207 |  Val. Acc: 93.00%
Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.200 | Train Acc: 92.94%
	 Val. Loss: 0.207 |  Val. Acc: 93.00%
Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.200 | Train Acc: 92.94%
	 Val. Loss: 0.207 |  Val. Acc: 93.00%
Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.200 | Train Acc: 93.24%
	 Val. Loss: 0.206 |  Val. Acc: 93.00%
Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.199 | Train Acc: 93.24%
	 Val. Loss: 0.206 |  Val. Acc: 93.00%
Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.199 | Train Acc: 93.24%
	 Val. Loss: 0.206 |  Val. Acc: 93.00%
Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.198 | Train Acc: 93.24%
	 Val. Loss: 0.205 |  Val. Acc: 93.00%
Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.198 | Train Acc: 93.24%
	 Val. Loss: 0.205 |  Val. Acc: 93.00%
Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.198 | Train Acc: 93.24%
	 Val. Loss: 0.205 |  Val. Acc: 93.00%
Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.197 | Train Acc: 93.24%
	 Val. Loss: 0.204 |  Val. Acc: 93.00%
Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.197 | Train Acc: 93.24%
	 Val. Loss: 0.204 |  Val. Acc: 93.00%
Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.196 | Train Acc: 93.24%
	 Val. Loss: 0.204 |  Val. Acc: 93.00%
Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.196 | Train Acc: 93.24%
	 Val. Loss: 0.204 |  Val. Acc: 93.00%
Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.196 | Train Acc: 93.24%
	 Val. Loss: 0.203 |  Val. Acc: 93.00%
Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.195 | Train Acc: 93.53%
	 Val. Loss: 0.203 |  Val. Acc: 93.00%
Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.195 | Train Acc: 93.53%
	 Val. Loss: 0.203 |  Val. Acc: 93.00%
Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.194 | Train Acc: 93.53%
	 Val. Loss: 0.202 |  Val. Acc: 93.00%
Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.194 | Train Acc: 93.53%
	 Val. Loss: 0.202 |  Val. Acc: 93.00%
Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.194 | Train Acc: 93.82%
	 Val. Loss: 0.202 |  Val. Acc: 93.00%
Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.193 | Train Acc: 93.82%
	 Val. Loss: 0.202 |  Val. Acc: 93.00%
Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.193 | Train Acc: 93.82%
	 Val. Loss: 0.201 |  Val. Acc: 93.00%
Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.192 | Train Acc: 93.82%
	 Val. Loss: 0.201 |  Val. Acc: 93.00%
Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.192 | Train Acc: 93.82%
	 Val. Loss: 0.201 |  Val. Acc: 93.00%
Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.192 | Train Acc: 93.82%
	 Val. Loss: 0.201 |  Val. Acc: 93.00%
Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.191 | Train Acc: 93.82%
	 Val. Loss: 0.200 |  Val. Acc: 93.00%
Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.191 | Train Acc: 93.82%
	 Val. Loss: 0.200 |  Val. Acc: 93.00%
Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.190 | Train Acc: 93.82%
	 Val. Loss: 0.200 |  Val. Acc: 93.00%
Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.190 | Train Acc: 93.82%
	 Val. Loss: 0.199 |  Val. Acc: 93.00%
Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.190 | Train Acc: 93.82%
	 Val. Loss: 0.199 |  Val. Acc: 93.00%
Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.189 | Train Acc: 93.82%
	 Val. Loss: 0.199 |  Val. Acc: 93.00%
Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.189 | Train Acc: 93.82%
	 Val. Loss: 0.199 |  Val. Acc: 93.00%
Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.189 | Train Acc: 93.82%
	 Val. Loss: 0.198 |  Val. Acc: 93.00%
Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.188 | Train Acc: 93.82%
	 Val. Loss: 0.198 |  Val. Acc: 93.00%
Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.188 | Train Acc: 93.82%
	 Val. Loss: 0.198 |  Val. Acc: 93.00%
Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.187 | Train Acc: 93.82%
	 Val. Loss: 0.198 |  Val. Acc: 93.00%
Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.187 | Train Acc: 93.82%
	 Val. Loss: 0.197 |  Val. Acc: 93.00%
Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.187 | Train Acc: 93.82%
	 Val. Loss: 0.197 |  Val. Acc: 93.00%
Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.186 | Train Acc: 93.82%
	 Val. Loss: 0.197 |  Val. Acc: 93.00%
Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.186 | Train Acc: 93.82%
	 Val. Loss: 0.197 |  Val. Acc: 93.00%
Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.186 | Train Acc: 93.82%
	 Val. Loss: 0.196 |  Val. Acc: 93.00%
Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.185 | Train Acc: 93.82%
	 Val. Loss: 0.196 |  Val. Acc: 93.00%
Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.185 | Train Acc: 93.82%
	 Val. Loss: 0.196 |  Val. Acc: 93.00%
Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.185 | Train Acc: 93.82%
	 Val. Loss: 0.196 |  Val. Acc: 93.00%
Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.184 | Train Acc: 93.82%
	 Val. Loss: 0.196 |  Val. Acc: 93.00%
Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.184 | Train Acc: 93.82%
	 Val. Loss: 0.195 |  Val. Acc: 93.00%
Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.183 | Train Acc: 93.82%
	 Val. Loss: 0.195 |  Val. Acc: 93.00%
Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.183 | Train Acc: 93.82%
	 Val. Loss: 0.195 |  Val. Acc: 93.00%
Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.183 | Train Acc: 93.82%
	 Val. Loss: 0.195 |  Val. Acc: 93.00%
Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.182 | Train Acc: 94.12%
	 Val. Loss: 0.194 |  Val. Acc: 93.00%
Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.182 | Train Acc: 94.41%
	 Val. Loss: 0.194 |  Val. Acc: 93.00%
Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.182 | Train Acc: 94.41%
	 Val. Loss: 0.194 |  Val. Acc: 93.00%
Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.181 | Train Acc: 94.71%
	 Val. Loss: 0.194 |  Val. Acc: 93.00%
Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.181 | Train Acc: 94.71%
	 Val. Loss: 0.193 |  Val. Acc: 91.00%
Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.181 | Train Acc: 94.71%
	 Val. Loss: 0.193 |  Val. Acc: 93.00%
Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.180 | Train Acc: 94.71%
	 Val. Loss: 0.193 |  Val. Acc: 93.00%
Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.180 | Train Acc: 94.41%
	 Val. Loss: 0.193 |  Val. Acc: 93.00%
Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.180 | Train Acc: 94.41%
	 Val. Loss: 0.193 |  Val. Acc: 93.00%
Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.179 | Train Acc: 94.41%
	 Val. Loss: 0.192 |  Val. Acc: 93.00%
Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.179 | Train Acc: 94.41%
	 Val. Loss: 0.192 |  Val. Acc: 93.00%
Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.179 | Train Acc: 94.71%
	 Val. Loss: 0.192 |  Val. Acc: 93.00%
Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.178 | Train Acc: 94.71%
	 Val. Loss: 0.192 |  Val. Acc: 93.00%
Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.178 | Train Acc: 94.71%
	 Val. Loss: 0.192 |  Val. Acc: 94.00%
Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.178 | Train Acc: 94.71%
	 Val. Loss: 0.191 |  Val. Acc: 94.00%
Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.177 | Train Acc: 94.71%
	 Val. Loss: 0.191 |  Val. Acc: 94.00%
Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.177 | Train Acc: 94.71%
	 Val. Loss: 0.191 |  Val. Acc: 94.00%
Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.177 | Train Acc: 94.71%
	 Val. Loss: 0.191 |  Val. Acc: 94.00%
Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.176 | Train Acc: 94.71%
	 Val. Loss: 0.191 |  Val. Acc: 94.00%
Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.176 | Train Acc: 94.71%
	 Val. Loss: 0.190 |  Val. Acc: 94.00%
Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.176 | Train Acc: 94.71%
	 Val. Loss: 0.190 |  Val. Acc: 94.00%
Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.175 | Train Acc: 94.71%
	 Val. Loss: 0.190 |  Val. Acc: 94.00%
Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.175 | Train Acc: 94.71%
	 Val. Loss: 0.190 |  Val. Acc: 94.00%
Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.175 | Train Acc: 94.71%
	 Val. Loss: 0.190 |  Val. Acc: 94.00%
Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.174 | Train Acc: 94.71%
	 Val. Loss: 0.189 |  Val. Acc: 94.00%
Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.174 | Train Acc: 94.71%
	 Val. Loss: 0.189 |  Val. Acc: 94.00%
Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.174 | Train Acc: 94.71%
	 Val. Loss: 0.189 |  Val. Acc: 94.00%
Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.173 | Train Acc: 94.71%
	 Val. Loss: 0.189 |  Val. Acc: 94.00%
Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.173 | Train Acc: 94.71%
	 Val. Loss: 0.189 |  Val. Acc: 94.00%
Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.173 | Train Acc: 94.71%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 94.71%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 94.71%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 94.71%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 94.71%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.171 | Train Acc: 94.71%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.171 | Train Acc: 94.71%
	 Val. Loss: 0.187 |  Val. Acc: 94.00%
Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.171 | Train Acc: 94.71%
	 Val. Loss: 0.187 |  Val. Acc: 94.00%
Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.170 | Train Acc: 95.00%
	 Val. Loss: 0.187 |  Val. Acc: 94.00%
Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.170 | Train Acc: 95.00%
	 Val. Loss: 0.187 |  Val. Acc: 94.00%
Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.170 | Train Acc: 95.00%
	 Val. Loss: 0.187 |  Val. Acc: 94.00%
Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.169 | Train Acc: 95.00%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.169 | Train Acc: 95.29%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.169 | Train Acc: 95.29%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.168 | Train Acc: 95.29%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.168 | Train Acc: 95.59%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.168 | Train Acc: 95.59%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.168 | Train Acc: 95.59%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.167 | Train Acc: 95.59%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.167 | Train Acc: 95.59%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.167 | Train Acc: 95.59%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.166 | Train Acc: 95.59%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.166 | Train Acc: 95.59%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.166 | Train Acc: 95.59%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.166 | Train Acc: 95.59%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.165 | Train Acc: 95.59%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.165 | Train Acc: 95.59%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.165 | Train Acc: 95.59%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.164 | Train Acc: 95.59%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.164 | Train Acc: 95.59%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.164 | Train Acc: 95.59%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.164 | Train Acc: 95.59%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.163 | Train Acc: 95.59%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.163 | Train Acc: 95.59%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.163 | Train Acc: 95.59%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.163 | Train Acc: 95.59%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.162 | Train Acc: 95.59%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.162 | Train Acc: 95.59%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.162 | Train Acc: 95.59%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 95.59%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 95.59%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 95.59%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 95.59%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.160 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.160 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.160 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.160 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.159 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.159 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.159 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.159 | Train Acc: 95.88%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 95.88%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 95.88%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 95.88%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 95.88%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.157 | Train Acc: 95.88%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.157 | Train Acc: 95.88%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.157 | Train Acc: 95.88%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.157 | Train Acc: 95.88%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.156 | Train Acc: 95.88%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.156 | Train Acc: 95.88%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.156 | Train Acc: 95.88%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.156 | Train Acc: 95.88%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.155 | Train Acc: 95.88%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.155 | Train Acc: 96.18%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.155 | Train Acc: 96.18%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.155 | Train Acc: 96.18%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.153 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.153 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.153 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.153 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 96.18%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.146 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.146 | Train Acc: 96.18%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.146 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.146 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.143 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.143 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.143 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.143 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.143 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.47%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.76%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.76%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.76%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.35%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%

Test Loss: 0.137 | Test Acc: 96.67%

              precision    recall  f1-score   support

           0       0.95      0.95      0.95        41
           1       0.97      0.97      0.97        63

    accuracy                           0.96       104
   macro avg       0.96      0.96      0.96       104
weighted avg       0.96      0.96      0.96       104

Tiempo total de entrenamiento: 0 mins, 36 segundos

• Es posible ver que la red funciona bien en general, obteniendo 96.67% de accuracy en el conjunto de test, 97.65% de Accuracy en train y 94.00% en validation. Esto muestra que después de 1000 épocas la red logra generalizar, sin necesidad de hacer shuffle. Notar que aprende mejor la clase 1 dado que esta es la que tiene más datos. Por otro lado, el early stopping no detiene el entrenamiento dado que el Loss en validation deja de decrecer.
• El gráfico de pérdidas por época muestra la evolución tanto en en train como en el de validación, notando que en general el comportamiento es decreciente. En un principio decrece lento y luego rápido, para llegar al final a una zona estacionaria donde decrece poco. Es evidente que el conjunto de validación sigue al de entrenamiento y, en general, el accuracy del conjunto de validación es menor. Si se obtiene un buen resultado en validación y este conjunto es representativo, se tendrá un buen resultado en el conjunto de test, tal como sucede en este caso.

Parte 2

Intenta cambiar el tamaño de los mini-batches. Como casos extremos usa m=1 (mini-batches de tamaño 1) y m=n(1 solo mini-batch con todos los datos). Qué resultados obtienes? Discute los resultados. (Hay que explicar el fenómeno observado, dando su opinión de porqué sucede).

Graficar la función de loss con respecto a las épocas y comparar con la función de loss de la Parte 1.

Se procede a entrenar redes con tamaños de mini-batches iguales a 1, 10, 50 y len(dataset).

model2 = MLP(INPUT_DIM, OUTPUT_DIM)
model2, res2 = entrenar_red("Modelo2",model2, lr, n_epocas,shuffle = False, MINI_BATCH = 1)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.294 | Train Acc: 56.02%
	 Val. Loss: 3.966 |  Val. Acc: 56.63%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.829 | Train Acc: 62.95%
	 Val. Loss: 1.670 |  Val. Acc: 56.63%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.026 | Train Acc: 62.95%
	 Val. Loss: 0.865 |  Val. Acc: 56.63%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.703 | Train Acc: 62.95%
	 Val. Loss: 0.714 |  Val. Acc: 56.63%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.634 | Train Acc: 64.46%
	 Val. Loss: 0.653 |  Val. Acc: 56.63%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.598 | Train Acc: 65.66%
	 Val. Loss: 0.611 |  Val. Acc: 56.63%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.568 | Train Acc: 66.27%
	 Val. Loss: 0.575 |  Val. Acc: 56.63%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.540 | Train Acc: 68.67%
	 Val. Loss: 0.538 |  Val. Acc: 74.70%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.508 | Train Acc: 75.30%
	 Val. Loss: 0.499 |  Val. Acc: 81.93%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.474 | Train Acc: 79.52%
	 Val. Loss: 0.457 |  Val. Acc: 86.75%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.437 | Train Acc: 82.83%
	 Val. Loss: 0.414 |  Val. Acc: 86.75%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.400 | Train Acc: 85.24%
	 Val. Loss: 0.372 |  Val. Acc: 90.36%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.364 | Train Acc: 87.35%
	 Val. Loss: 0.335 |  Val. Acc: 92.77%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.332 | Train Acc: 89.76%
	 Val. Loss: 0.304 |  Val. Acc: 92.77%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.304 | Train Acc: 90.36%
	 Val. Loss: 0.279 |  Val. Acc: 92.77%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.281 | Train Acc: 90.96%
	 Val. Loss: 0.259 |  Val. Acc: 91.57%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.262 | Train Acc: 91.87%
	 Val. Loss: 0.244 |  Val. Acc: 91.57%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.247 | Train Acc: 91.87%
	 Val. Loss: 0.233 |  Val. Acc: 91.57%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.234 | Train Acc: 91.87%
	 Val. Loss: 0.224 |  Val. Acc: 92.77%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 91.87%
	 Val. Loss: 0.218 |  Val. Acc: 92.77%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 91.87%
	 Val. Loss: 0.213 |  Val. Acc: 92.77%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 93.07%
	 Val. Loss: 0.209 |  Val. Acc: 92.77%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.199 | Train Acc: 93.07%
	 Val. Loss: 0.207 |  Val. Acc: 92.77%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.193 | Train Acc: 93.37%
	 Val. Loss: 0.204 |  Val. Acc: 92.77%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.187 | Train Acc: 93.37%
	 Val. Loss: 0.203 |  Val. Acc: 93.98%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.181 | Train Acc: 93.07%
	 Val. Loss: 0.201 |  Val. Acc: 93.98%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.177 | Train Acc: 93.07%
	 Val. Loss: 0.200 |  Val. Acc: 93.98%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 93.37%
	 Val. Loss: 0.199 |  Val. Acc: 93.98%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.168 | Train Acc: 93.98%
	 Val. Loss: 0.199 |  Val. Acc: 93.98%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.164 | Train Acc: 93.98%
	 Val. Loss: 0.199 |  Val. Acc: 92.77%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 94.28%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 94.28%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 94.88%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 94.88%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 94.88%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.146 | Train Acc: 94.88%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 95.18%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 95.48%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 95.48%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 95.48%
	 Val. Loss: 0.198 |  Val. Acc: 92.77%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 95.78%
	 Val. Loss: 0.197 |  Val. Acc: 92.77%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.08%
	 Val. Loss: 0.197 |  Val. Acc: 92.77%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.08%
	 Val. Loss: 0.197 |  Val. Acc: 92.77%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.08%
	 Val. Loss: 0.197 |  Val. Acc: 92.77%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.08%
	 Val. Loss: 0.197 |  Val. Acc: 92.77%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 96.08%
	 Val. Loss: 0.196 |  Val. Acc: 92.77%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 96.08%
	 Val. Loss: 0.196 |  Val. Acc: 92.77%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 96.08%
	 Val. Loss: 0.195 |  Val. Acc: 92.77%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 96.08%
	 Val. Loss: 0.195 |  Val. Acc: 92.77%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 96.08%
	 Val. Loss: 0.195 |  Val. Acc: 92.77%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 96.08%
	 Val. Loss: 0.194 |  Val. Acc: 92.77%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 96.08%
	 Val. Loss: 0.194 |  Val. Acc: 92.77%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 96.08%
	 Val. Loss: 0.193 |  Val. Acc: 92.77%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 96.39%
	 Val. Loss: 0.192 |  Val. Acc: 92.77%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 96.39%
	 Val. Loss: 0.192 |  Val. Acc: 92.77%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 96.69%
	 Val. Loss: 0.191 |  Val. Acc: 92.77%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 96.69%
	 Val. Loss: 0.190 |  Val. Acc: 92.77%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 96.69%
	 Val. Loss: 0.189 |  Val. Acc: 92.77%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 96.69%
	 Val. Loss: 0.188 |  Val. Acc: 92.77%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 96.69%
	 Val. Loss: 0.187 |  Val. Acc: 92.77%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.099 | Train Acc: 96.99%
	 Val. Loss: 0.187 |  Val. Acc: 93.98%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.097 | Train Acc: 97.29%
	 Val. Loss: 0.186 |  Val. Acc: 93.98%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.096 | Train Acc: 97.29%
	 Val. Loss: 0.185 |  Val. Acc: 93.98%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.094 | Train Acc: 97.29%
	 Val. Loss: 0.184 |  Val. Acc: 93.98%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.29%
	 Val. Loss: 0.183 |  Val. Acc: 93.98%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.091 | Train Acc: 97.59%
	 Val. Loss: 0.182 |  Val. Acc: 93.98%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.59%
	 Val. Loss: 0.181 |  Val. Acc: 93.98%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.59%
	 Val. Loss: 0.179 |  Val. Acc: 93.98%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.59%
	 Val. Loss: 0.178 |  Val. Acc: 93.98%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.59%
	 Val. Loss: 0.177 |  Val. Acc: 93.98%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.59%
	 Val. Loss: 0.176 |  Val. Acc: 93.98%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.59%
	 Val. Loss: 0.175 |  Val. Acc: 93.98%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.59%
	 Val. Loss: 0.174 |  Val. Acc: 93.98%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.59%
	 Val. Loss: 0.172 |  Val. Acc: 93.98%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.59%
	 Val. Loss: 0.171 |  Val. Acc: 93.98%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.59%
	 Val. Loss: 0.170 |  Val. Acc: 93.98%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.59%
	 Val. Loss: 0.168 |  Val. Acc: 93.98%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.89%
	 Val. Loss: 0.167 |  Val. Acc: 93.98%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.89%
	 Val. Loss: 0.166 |  Val. Acc: 93.98%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.89%
	 Val. Loss: 0.164 |  Val. Acc: 93.98%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 98.19%
	 Val. Loss: 0.163 |  Val. Acc: 93.98%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 98.19%
	 Val. Loss: 0.161 |  Val. Acc: 93.98%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 98.19%
	 Val. Loss: 0.160 |  Val. Acc: 93.98%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 98.19%
	 Val. Loss: 0.159 |  Val. Acc: 93.98%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 98.19%
	 Val. Loss: 0.157 |  Val. Acc: 93.98%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 98.19%
	 Val. Loss: 0.156 |  Val. Acc: 93.98%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 98.19%
	 Val. Loss: 0.154 |  Val. Acc: 93.98%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 98.19%
	 Val. Loss: 0.153 |  Val. Acc: 93.98%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 98.19%
	 Val. Loss: 0.152 |  Val. Acc: 93.98%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 98.19%
	 Val. Loss: 0.150 |  Val. Acc: 93.98%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.19%
	 Val. Loss: 0.149 |  Val. Acc: 93.98%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.49%
	 Val. Loss: 0.148 |  Val. Acc: 93.98%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.49%
	 Val. Loss: 0.147 |  Val. Acc: 93.98%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.80%
	 Val. Loss: 0.145 |  Val. Acc: 93.98%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.80%
	 Val. Loss: 0.144 |  Val. Acc: 93.98%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 98.80%
	 Val. Loss: 0.143 |  Val. Acc: 93.98%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 98.80%
	 Val. Loss: 0.142 |  Val. Acc: 93.98%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 98.80%
	 Val. Loss: 0.142 |  Val. Acc: 93.98%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 98.49%
	 Val. Loss: 0.141 |  Val. Acc: 93.98%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 98.80%
	 Val. Loss: 0.140 |  Val. Acc: 95.18%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.10%
	 Val. Loss: 0.140 |  Val. Acc: 95.18%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.10%
	 Val. Loss: 0.139 |  Val. Acc: 95.18%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.10%
	 Val. Loss: 0.139 |  Val. Acc: 95.18%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.10%
	 Val. Loss: 0.138 |  Val. Acc: 95.18%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.10%
	 Val. Loss: 0.138 |  Val. Acc: 95.18%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.40%
	 Val. Loss: 0.137 |  Val. Acc: 95.18%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.40%
	 Val. Loss: 0.137 |  Val. Acc: 95.18%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.032 | Train Acc: 99.40%
	 Val. Loss: 0.137 |  Val. Acc: 95.18%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.031 | Train Acc: 99.40%
	 Val. Loss: 0.137 |  Val. Acc: 95.18%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.031 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.030 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.029 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.029 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.028 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.028 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.027 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.027 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.026 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 0.026 | Train Acc: 99.40%
	 Val. Loss: 0.136 |  Val. Acc: 95.18%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 3/5.
	Train Loss: 0.025 | Train Acc: 99.40%
	 Val. Loss: 0.137 |  Val. Acc: 95.18%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 4/5.
	Train Loss: 0.025 | Train Acc: 99.40%
	 Val. Loss: 0.137 |  Val. Acc: 95.18%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 5/5.
	Train Loss: 0.024 | Train Acc: 99.40%
	 Val. Loss: 0.137 |  Val. Acc: 95.18%
Early stopping!

Test Loss: 0.209 | Test Acc: 97.12%

              precision    recall  f1-score   support

           0       0.95      0.98      0.96        41
           1       0.98      0.97      0.98        63

    accuracy                           0.97       104
   macro avg       0.97      0.97      0.97       104
weighted avg       0.97      0.97      0.97       104

Tiempo total de entrenamiento: 0 mins, 54 segundos

Es posible ver que el resultado es un poco mejor (97.12% de accuracy en test) que lo que sucede en la parte 1, pero más lento, dado que que se pasan datos de a uno. Como se trabaja uno a uno, la función de perdidas decrece desde un principio y lo hace rápido, por ejemplo, en la época 100 ya se tiene muy buenas métricas. Esto es posible dado que la data es representativa y está bien ordenada, dado que si fuera de otra forma, no se lograría generalizar tan rápido sin hacer shuffle. Se activa el early stopping dado que se comienza a overfittear.

model3 = MLP(INPUT_DIM, OUTPUT_DIM)
model3, res3 = entrenar_red("Modelo3", model3, lr, n_epocas,shuffle = False, MINI_BATCH = 10)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.532 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.518 | Train Acc: 5.88%
	 Val. Loss: 4.496 |  Val. Acc: 15.56%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.477 | Train Acc: 46.18%
	 Val. Loss: 4.458 |  Val. Acc: 64.07%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.436 | Train Acc: 71.76%
	 Val. Loss: 4.419 |  Val. Acc: 67.41%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.392 | Train Acc: 66.18%
	 Val. Loss: 4.378 |  Val. Acc: 52.22%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.345 | Train Acc: 63.82%
	 Val. Loss: 4.334 |  Val. Acc: 52.22%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.295 | Train Acc: 63.82%
	 Val. Loss: 4.287 |  Val. Acc: 52.22%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.240 | Train Acc: 63.82%
	 Val. Loss: 4.234 |  Val. Acc: 52.22%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.179 | Train Acc: 63.82%
	 Val. Loss: 4.176 |  Val. Acc: 52.22%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.112 | Train Acc: 63.82%
	 Val. Loss: 4.110 |  Val. Acc: 52.22%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.034 | Train Acc: 63.82%
	 Val. Loss: 4.035 |  Val. Acc: 52.22%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.945 | Train Acc: 63.82%
	 Val. Loss: 3.949 |  Val. Acc: 52.22%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.840 | Train Acc: 63.82%
	 Val. Loss: 3.846 |  Val. Acc: 52.22%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.715 | Train Acc: 63.82%
	 Val. Loss: 3.723 |  Val. Acc: 52.22%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.564 | Train Acc: 63.82%
	 Val. Loss: 3.573 |  Val. Acc: 52.22%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.377 | Train Acc: 63.82%
	 Val. Loss: 3.387 |  Val. Acc: 52.22%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.145 | Train Acc: 63.82%
	 Val. Loss: 3.157 |  Val. Acc: 52.22%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.858 | Train Acc: 63.82%
	 Val. Loss: 2.877 |  Val. Acc: 52.22%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.518 | Train Acc: 63.82%
	 Val. Loss: 2.558 |  Val. Acc: 52.22%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.155 | Train Acc: 63.82%
	 Val. Loss: 2.248 |  Val. Acc: 52.22%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.833 | Train Acc: 63.82%
	 Val. Loss: 2.000 |  Val. Acc: 52.22%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.596 | Train Acc: 63.82%
	 Val. Loss: 1.819 |  Val. Acc: 52.22%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.431 | Train Acc: 63.82%
	 Val. Loss: 1.680 |  Val. Acc: 52.22%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.307 | Train Acc: 63.82%
	 Val. Loss: 1.560 |  Val. Acc: 52.22%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.203 | Train Acc: 63.82%
	 Val. Loss: 1.449 |  Val. Acc: 52.22%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.110 | Train Acc: 63.82%
	 Val. Loss: 1.344 |  Val. Acc: 52.22%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.027 | Train Acc: 63.82%
	 Val. Loss: 1.246 |  Val. Acc: 52.22%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.954 | Train Acc: 63.82%
	 Val. Loss: 1.158 |  Val. Acc: 52.22%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.892 | Train Acc: 63.82%
	 Val. Loss: 1.083 |  Val. Acc: 52.22%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.841 | Train Acc: 63.82%
	 Val. Loss: 1.021 |  Val. Acc: 52.22%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.801 | Train Acc: 63.82%
	 Val. Loss: 0.970 |  Val. Acc: 52.22%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.769 | Train Acc: 63.82%
	 Val. Loss: 0.930 |  Val. Acc: 52.22%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.744 | Train Acc: 63.82%
	 Val. Loss: 0.896 |  Val. Acc: 52.22%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.723 | Train Acc: 63.82%
	 Val. Loss: 0.868 |  Val. Acc: 52.22%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.705 | Train Acc: 63.82%
	 Val. Loss: 0.845 |  Val. Acc: 52.22%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.690 | Train Acc: 63.82%
	 Val. Loss: 0.824 |  Val. Acc: 52.22%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.677 | Train Acc: 63.82%
	 Val. Loss: 0.806 |  Val. Acc: 52.22%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.665 | Train Acc: 63.82%
	 Val. Loss: 0.790 |  Val. Acc: 52.22%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.655 | Train Acc: 63.82%
	 Val. Loss: 0.776 |  Val. Acc: 52.22%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.646 | Train Acc: 63.82%
	 Val. Loss: 0.763 |  Val. Acc: 52.22%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 63.82%
	 Val. Loss: 0.751 |  Val. Acc: 52.22%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.630 | Train Acc: 63.82%
	 Val. Loss: 0.740 |  Val. Acc: 52.22%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.623 | Train Acc: 63.82%
	 Val. Loss: 0.730 |  Val. Acc: 52.22%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.616 | Train Acc: 63.82%
	 Val. Loss: 0.721 |  Val. Acc: 52.22%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.610 | Train Acc: 63.82%
	 Val. Loss: 0.712 |  Val. Acc: 52.22%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 63.82%
	 Val. Loss: 0.704 |  Val. Acc: 52.22%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 63.82%
	 Val. Loss: 0.696 |  Val. Acc: 52.22%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 63.82%
	 Val. Loss: 0.688 |  Val. Acc: 52.22%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 63.82%
	 Val. Loss: 0.681 |  Val. Acc: 52.22%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.585 | Train Acc: 63.82%
	 Val. Loss: 0.674 |  Val. Acc: 52.22%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.580 | Train Acc: 63.82%
	 Val. Loss: 0.668 |  Val. Acc: 52.22%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.576 | Train Acc: 63.82%
	 Val. Loss: 0.662 |  Val. Acc: 52.22%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.571 | Train Acc: 63.82%
	 Val. Loss: 0.655 |  Val. Acc: 52.22%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.567 | Train Acc: 63.82%
	 Val. Loss: 0.650 |  Val. Acc: 52.22%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.563 | Train Acc: 63.82%
	 Val. Loss: 0.644 |  Val. Acc: 52.22%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.559 | Train Acc: 63.82%
	 Val. Loss: 0.638 |  Val. Acc: 52.22%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.556 | Train Acc: 63.82%
	 Val. Loss: 0.633 |  Val. Acc: 52.22%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.552 | Train Acc: 64.12%
	 Val. Loss: 0.627 |  Val. Acc: 52.22%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.548 | Train Acc: 64.41%
	 Val. Loss: 0.622 |  Val. Acc: 52.22%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.544 | Train Acc: 65.29%
	 Val. Loss: 0.617 |  Val. Acc: 52.22%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.541 | Train Acc: 66.18%
	 Val. Loss: 0.612 |  Val. Acc: 52.22%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.537 | Train Acc: 67.94%
	 Val. Loss: 0.606 |  Val. Acc: 62.59%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.533 | Train Acc: 70.00%
	 Val. Loss: 0.601 |  Val. Acc: 68.52%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.530 | Train Acc: 71.76%
	 Val. Loss: 0.596 |  Val. Acc: 69.63%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.526 | Train Acc: 72.35%
	 Val. Loss: 0.592 |  Val. Acc: 69.63%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.523 | Train Acc: 72.94%
	 Val. Loss: 0.587 |  Val. Acc: 70.74%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.519 | Train Acc: 72.94%
	 Val. Loss: 0.582 |  Val. Acc: 70.74%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.515 | Train Acc: 72.94%
	 Val. Loss: 0.577 |  Val. Acc: 70.74%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.512 | Train Acc: 72.94%
	 Val. Loss: 0.572 |  Val. Acc: 70.74%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.508 | Train Acc: 72.94%
	 Val. Loss: 0.567 |  Val. Acc: 70.74%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.505 | Train Acc: 73.24%
	 Val. Loss: 0.563 |  Val. Acc: 70.74%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.501 | Train Acc: 73.53%
	 Val. Loss: 0.558 |  Val. Acc: 69.63%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.497 | Train Acc: 74.12%
	 Val. Loss: 0.553 |  Val. Acc: 72.96%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.494 | Train Acc: 75.00%
	 Val. Loss: 0.549 |  Val. Acc: 74.07%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.490 | Train Acc: 75.59%
	 Val. Loss: 0.544 |  Val. Acc: 74.07%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.487 | Train Acc: 75.88%
	 Val. Loss: 0.539 |  Val. Acc: 74.07%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.483 | Train Acc: 76.47%
	 Val. Loss: 0.534 |  Val. Acc: 74.07%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.479 | Train Acc: 76.76%
	 Val. Loss: 0.530 |  Val. Acc: 77.78%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.476 | Train Acc: 77.06%
	 Val. Loss: 0.525 |  Val. Acc: 77.78%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.472 | Train Acc: 77.94%
	 Val. Loss: 0.520 |  Val. Acc: 77.78%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.468 | Train Acc: 77.94%
	 Val. Loss: 0.516 |  Val. Acc: 77.78%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.465 | Train Acc: 77.94%
	 Val. Loss: 0.511 |  Val. Acc: 80.00%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.461 | Train Acc: 78.53%
	 Val. Loss: 0.506 |  Val. Acc: 80.00%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.457 | Train Acc: 79.12%
	 Val. Loss: 0.502 |  Val. Acc: 80.00%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.454 | Train Acc: 79.41%
	 Val. Loss: 0.497 |  Val. Acc: 80.00%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.450 | Train Acc: 79.12%
	 Val. Loss: 0.492 |  Val. Acc: 81.11%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.446 | Train Acc: 79.12%
	 Val. Loss: 0.488 |  Val. Acc: 81.11%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.442 | Train Acc: 79.71%
	 Val. Loss: 0.483 |  Val. Acc: 81.11%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.439 | Train Acc: 80.59%
	 Val. Loss: 0.478 |  Val. Acc: 81.11%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.435 | Train Acc: 80.59%
	 Val. Loss: 0.474 |  Val. Acc: 83.33%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.431 | Train Acc: 80.88%
	 Val. Loss: 0.469 |  Val. Acc: 83.33%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.427 | Train Acc: 80.88%
	 Val. Loss: 0.465 |  Val. Acc: 84.44%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.424 | Train Acc: 82.06%
	 Val. Loss: 0.460 |  Val. Acc: 84.44%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.420 | Train Acc: 82.65%
	 Val. Loss: 0.456 |  Val. Acc: 83.33%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.416 | Train Acc: 82.94%
	 Val. Loss: 0.451 |  Val. Acc: 83.33%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.413 | Train Acc: 83.24%
	 Val. Loss: 0.447 |  Val. Acc: 84.44%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.409 | Train Acc: 83.82%
	 Val. Loss: 0.443 |  Val. Acc: 85.56%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.405 | Train Acc: 84.41%
	 Val. Loss: 0.438 |  Val. Acc: 85.56%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.402 | Train Acc: 84.41%
	 Val. Loss: 0.434 |  Val. Acc: 86.67%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.398 | Train Acc: 85.29%
	 Val. Loss: 0.430 |  Val. Acc: 86.67%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.395 | Train Acc: 85.88%
	 Val. Loss: 0.425 |  Val. Acc: 86.67%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.391 | Train Acc: 85.88%
	 Val. Loss: 0.421 |  Val. Acc: 86.67%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.388 | Train Acc: 85.88%
	 Val. Loss: 0.417 |  Val. Acc: 86.67%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.384 | Train Acc: 85.88%
	 Val. Loss: 0.413 |  Val. Acc: 86.67%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.381 | Train Acc: 85.88%
	 Val. Loss: 0.409 |  Val. Acc: 86.67%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.377 | Train Acc: 85.88%
	 Val. Loss: 0.405 |  Val. Acc: 86.67%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.374 | Train Acc: 85.88%
	 Val. Loss: 0.401 |  Val. Acc: 86.67%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.371 | Train Acc: 85.88%
	 Val. Loss: 0.397 |  Val. Acc: 86.67%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.367 | Train Acc: 86.18%
	 Val. Loss: 0.394 |  Val. Acc: 86.67%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.364 | Train Acc: 87.06%
	 Val. Loss: 0.390 |  Val. Acc: 87.78%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.361 | Train Acc: 87.06%
	 Val. Loss: 0.386 |  Val. Acc: 87.78%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.358 | Train Acc: 87.35%
	 Val. Loss: 0.383 |  Val. Acc: 87.78%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.355 | Train Acc: 88.24%
	 Val. Loss: 0.379 |  Val. Acc: 87.78%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.352 | Train Acc: 88.53%
	 Val. Loss: 0.376 |  Val. Acc: 87.78%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.349 | Train Acc: 88.53%
	 Val. Loss: 0.372 |  Val. Acc: 87.78%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.346 | Train Acc: 89.12%
	 Val. Loss: 0.369 |  Val. Acc: 87.78%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.343 | Train Acc: 89.41%
	 Val. Loss: 0.366 |  Val. Acc: 87.78%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.340 | Train Acc: 89.41%
	 Val. Loss: 0.363 |  Val. Acc: 87.78%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.337 | Train Acc: 89.71%
	 Val. Loss: 0.359 |  Val. Acc: 87.78%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.334 | Train Acc: 89.71%
	 Val. Loss: 0.356 |  Val. Acc: 88.89%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.331 | Train Acc: 90.00%
	 Val. Loss: 0.353 |  Val. Acc: 88.89%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.329 | Train Acc: 90.00%
	 Val. Loss: 0.351 |  Val. Acc: 88.89%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.326 | Train Acc: 90.00%
	 Val. Loss: 0.348 |  Val. Acc: 90.00%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.323 | Train Acc: 90.00%
	 Val. Loss: 0.345 |  Val. Acc: 90.00%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.321 | Train Acc: 90.00%
	 Val. Loss: 0.342 |  Val. Acc: 90.00%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.318 | Train Acc: 90.00%
	 Val. Loss: 0.339 |  Val. Acc: 90.00%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.316 | Train Acc: 90.59%
	 Val. Loss: 0.337 |  Val. Acc: 90.00%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.313 | Train Acc: 90.59%
	 Val. Loss: 0.334 |  Val. Acc: 90.00%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.311 | Train Acc: 90.29%
	 Val. Loss: 0.332 |  Val. Acc: 90.00%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.309 | Train Acc: 90.29%
	 Val. Loss: 0.329 |  Val. Acc: 90.00%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.306 | Train Acc: 90.29%
	 Val. Loss: 0.327 |  Val. Acc: 90.00%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.304 | Train Acc: 90.29%
	 Val. Loss: 0.325 |  Val. Acc: 90.00%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.302 | Train Acc: 90.59%
	 Val. Loss: 0.322 |  Val. Acc: 90.00%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.300 | Train Acc: 90.59%
	 Val. Loss: 0.320 |  Val. Acc: 90.00%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.298 | Train Acc: 90.59%
	 Val. Loss: 0.318 |  Val. Acc: 90.00%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.296 | Train Acc: 90.88%
	 Val. Loss: 0.316 |  Val. Acc: 90.00%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.294 | Train Acc: 90.88%
	 Val. Loss: 0.314 |  Val. Acc: 90.00%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.292 | Train Acc: 90.88%
	 Val. Loss: 0.312 |  Val. Acc: 90.00%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.290 | Train Acc: 90.88%
	 Val. Loss: 0.310 |  Val. Acc: 90.00%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.288 | Train Acc: 90.88%
	 Val. Loss: 0.308 |  Val. Acc: 90.00%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.286 | Train Acc: 91.18%
	 Val. Loss: 0.306 |  Val. Acc: 90.00%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.284 | Train Acc: 91.18%
	 Val. Loss: 0.304 |  Val. Acc: 90.00%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.282 | Train Acc: 91.18%
	 Val. Loss: 0.303 |  Val. Acc: 90.00%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.281 | Train Acc: 91.18%
	 Val. Loss: 0.301 |  Val. Acc: 90.00%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.279 | Train Acc: 91.18%
	 Val. Loss: 0.299 |  Val. Acc: 90.00%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.277 | Train Acc: 91.47%
	 Val. Loss: 0.297 |  Val. Acc: 90.00%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.276 | Train Acc: 91.47%
	 Val. Loss: 0.296 |  Val. Acc: 90.00%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.274 | Train Acc: 91.47%
	 Val. Loss: 0.294 |  Val. Acc: 90.00%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.272 | Train Acc: 91.18%
	 Val. Loss: 0.293 |  Val. Acc: 90.00%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.271 | Train Acc: 91.18%
	 Val. Loss: 0.291 |  Val. Acc: 90.00%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.269 | Train Acc: 90.88%
	 Val. Loss: 0.290 |  Val. Acc: 90.00%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.268 | Train Acc: 90.59%
	 Val. Loss: 0.288 |  Val. Acc: 90.00%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.266 | Train Acc: 90.59%
	 Val. Loss: 0.287 |  Val. Acc: 90.00%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.265 | Train Acc: 90.59%
	 Val. Loss: 0.285 |  Val. Acc: 90.00%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.263 | Train Acc: 90.59%
	 Val. Loss: 0.284 |  Val. Acc: 90.00%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.262 | Train Acc: 90.59%
	 Val. Loss: 0.283 |  Val. Acc: 90.00%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.261 | Train Acc: 90.59%
	 Val. Loss: 0.281 |  Val. Acc: 90.00%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.259 | Train Acc: 90.59%
	 Val. Loss: 0.280 |  Val. Acc: 90.00%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.258 | Train Acc: 90.59%
	 Val. Loss: 0.279 |  Val. Acc: 90.00%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.257 | Train Acc: 90.59%
	 Val. Loss: 0.278 |  Val. Acc: 90.00%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.255 | Train Acc: 90.59%
	 Val. Loss: 0.277 |  Val. Acc: 90.00%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.254 | Train Acc: 90.59%
	 Val. Loss: 0.275 |  Val. Acc: 90.00%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.253 | Train Acc: 90.59%
	 Val. Loss: 0.274 |  Val. Acc: 90.00%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.252 | Train Acc: 90.59%
	 Val. Loss: 0.273 |  Val. Acc: 90.00%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.250 | Train Acc: 90.59%
	 Val. Loss: 0.272 |  Val. Acc: 90.00%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.249 | Train Acc: 90.59%
	 Val. Loss: 0.271 |  Val. Acc: 90.00%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.248 | Train Acc: 90.59%
	 Val. Loss: 0.270 |  Val. Acc: 90.00%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.247 | Train Acc: 90.59%
	 Val. Loss: 0.269 |  Val. Acc: 90.00%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.246 | Train Acc: 90.59%
	 Val. Loss: 0.268 |  Val. Acc: 90.00%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.245 | Train Acc: 90.59%
	 Val. Loss: 0.267 |  Val. Acc: 90.00%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.243 | Train Acc: 90.59%
	 Val. Loss: 0.266 |  Val. Acc: 90.00%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.242 | Train Acc: 90.59%
	 Val. Loss: 0.265 |  Val. Acc: 90.00%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.241 | Train Acc: 90.59%
	 Val. Loss: 0.264 |  Val. Acc: 90.00%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.240 | Train Acc: 90.59%
	 Val. Loss: 0.263 |  Val. Acc: 90.00%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.239 | Train Acc: 90.59%
	 Val. Loss: 0.262 |  Val. Acc: 90.00%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.238 | Train Acc: 90.59%
	 Val. Loss: 0.261 |  Val. Acc: 90.00%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.237 | Train Acc: 90.59%
	 Val. Loss: 0.260 |  Val. Acc: 90.00%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.236 | Train Acc: 90.59%
	 Val. Loss: 0.259 |  Val. Acc: 90.00%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 90.59%
	 Val. Loss: 0.259 |  Val. Acc: 90.00%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.234 | Train Acc: 90.59%
	 Val. Loss: 0.258 |  Val. Acc: 90.00%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.233 | Train Acc: 90.59%
	 Val. Loss: 0.257 |  Val. Acc: 90.00%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.232 | Train Acc: 90.59%
	 Val. Loss: 0.256 |  Val. Acc: 90.00%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.231 | Train Acc: 90.59%
	 Val. Loss: 0.255 |  Val. Acc: 90.00%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 90.59%
	 Val. Loss: 0.254 |  Val. Acc: 90.00%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.229 | Train Acc: 90.59%
	 Val. Loss: 0.254 |  Val. Acc: 90.00%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.228 | Train Acc: 90.59%
	 Val. Loss: 0.253 |  Val. Acc: 90.00%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 90.59%
	 Val. Loss: 0.252 |  Val. Acc: 90.00%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 90.59%
	 Val. Loss: 0.251 |  Val. Acc: 90.00%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 90.59%
	 Val. Loss: 0.251 |  Val. Acc: 90.00%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.225 | Train Acc: 90.59%
	 Val. Loss: 0.250 |  Val. Acc: 90.00%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.224 | Train Acc: 90.59%
	 Val. Loss: 0.249 |  Val. Acc: 90.00%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 90.59%
	 Val. Loss: 0.248 |  Val. Acc: 90.00%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.222 | Train Acc: 90.59%
	 Val. Loss: 0.248 |  Val. Acc: 90.00%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 90.59%
	 Val. Loss: 0.247 |  Val. Acc: 90.00%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 90.59%
	 Val. Loss: 0.246 |  Val. Acc: 90.00%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 90.59%
	 Val. Loss: 0.246 |  Val. Acc: 90.00%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.219 | Train Acc: 90.59%
	 Val. Loss: 0.245 |  Val. Acc: 90.00%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.218 | Train Acc: 90.59%
	 Val. Loss: 0.244 |  Val. Acc: 90.00%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 90.59%
	 Val. Loss: 0.244 |  Val. Acc: 90.00%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.216 | Train Acc: 90.59%
	 Val. Loss: 0.243 |  Val. Acc: 90.00%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 90.59%
	 Val. Loss: 0.242 |  Val. Acc: 90.00%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 90.59%
	 Val. Loss: 0.242 |  Val. Acc: 90.00%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 90.59%
	 Val. Loss: 0.241 |  Val. Acc: 90.00%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 90.59%
	 Val. Loss: 0.240 |  Val. Acc: 90.00%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 90.59%
	 Val. Loss: 0.240 |  Val. Acc: 90.00%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 90.88%
	 Val. Loss: 0.239 |  Val. Acc: 90.00%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 90.88%
	 Val. Loss: 0.239 |  Val. Acc: 90.00%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 90.88%
	 Val. Loss: 0.238 |  Val. Acc: 90.00%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 90.88%
	 Val. Loss: 0.237 |  Val. Acc: 90.00%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 90.88%
	 Val. Loss: 0.237 |  Val. Acc: 90.00%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 90.88%
	 Val. Loss: 0.236 |  Val. Acc: 90.00%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 90.88%
	 Val. Loss: 0.236 |  Val. Acc: 90.00%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 90.88%
	 Val. Loss: 0.235 |  Val. Acc: 90.00%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 90.88%
	 Val. Loss: 0.235 |  Val. Acc: 90.00%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 90.88%
	 Val. Loss: 0.234 |  Val. Acc: 90.00%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.204 | Train Acc: 90.88%
	 Val. Loss: 0.233 |  Val. Acc: 90.00%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.203 | Train Acc: 91.18%
	 Val. Loss: 0.233 |  Val. Acc: 90.00%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.203 | Train Acc: 91.18%
	 Val. Loss: 0.232 |  Val. Acc: 90.00%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.202 | Train Acc: 91.18%
	 Val. Loss: 0.232 |  Val. Acc: 90.00%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.201 | Train Acc: 91.18%
	 Val. Loss: 0.231 |  Val. Acc: 90.00%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.201 | Train Acc: 90.88%
	 Val. Loss: 0.231 |  Val. Acc: 90.00%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.200 | Train Acc: 90.88%
	 Val. Loss: 0.230 |  Val. Acc: 90.00%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.199 | Train Acc: 90.88%
	 Val. Loss: 0.230 |  Val. Acc: 90.00%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.199 | Train Acc: 90.88%
	 Val. Loss: 0.229 |  Val. Acc: 90.00%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.198 | Train Acc: 90.88%
	 Val. Loss: 0.229 |  Val. Acc: 90.00%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.197 | Train Acc: 90.88%
	 Val. Loss: 0.228 |  Val. Acc: 90.00%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.197 | Train Acc: 90.88%
	 Val. Loss: 0.228 |  Val. Acc: 90.00%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.196 | Train Acc: 90.88%
	 Val. Loss: 0.227 |  Val. Acc: 90.00%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.195 | Train Acc: 90.88%
	 Val. Loss: 0.227 |  Val. Acc: 90.00%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.195 | Train Acc: 90.88%
	 Val. Loss: 0.226 |  Val. Acc: 90.00%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.194 | Train Acc: 90.88%
	 Val. Loss: 0.226 |  Val. Acc: 90.00%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.193 | Train Acc: 90.88%
	 Val. Loss: 0.225 |  Val. Acc: 90.00%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.193 | Train Acc: 91.18%
	 Val. Loss: 0.225 |  Val. Acc: 90.00%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.192 | Train Acc: 91.18%
	 Val. Loss: 0.224 |  Val. Acc: 90.00%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.191 | Train Acc: 91.18%
	 Val. Loss: 0.224 |  Val. Acc: 90.00%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.191 | Train Acc: 91.18%
	 Val. Loss: 0.223 |  Val. Acc: 90.00%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.190 | Train Acc: 91.18%
	 Val. Loss: 0.223 |  Val. Acc: 90.00%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.190 | Train Acc: 91.18%
	 Val. Loss: 0.223 |  Val. Acc: 90.00%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.189 | Train Acc: 91.18%
	 Val. Loss: 0.222 |  Val. Acc: 90.00%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.188 | Train Acc: 91.18%
	 Val. Loss: 0.222 |  Val. Acc: 90.00%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.188 | Train Acc: 91.18%
	 Val. Loss: 0.221 |  Val. Acc: 90.00%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.187 | Train Acc: 91.47%
	 Val. Loss: 0.221 |  Val. Acc: 90.00%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.186 | Train Acc: 91.47%
	 Val. Loss: 0.220 |  Val. Acc: 90.00%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.186 | Train Acc: 91.47%
	 Val. Loss: 0.220 |  Val. Acc: 90.00%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.185 | Train Acc: 91.76%
	 Val. Loss: 0.220 |  Val. Acc: 90.00%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.185 | Train Acc: 91.76%
	 Val. Loss: 0.219 |  Val. Acc: 90.00%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.184 | Train Acc: 91.76%
	 Val. Loss: 0.219 |  Val. Acc: 90.00%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.183 | Train Acc: 91.76%
	 Val. Loss: 0.218 |  Val. Acc: 90.00%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.183 | Train Acc: 91.76%
	 Val. Loss: 0.218 |  Val. Acc: 90.00%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.182 | Train Acc: 92.06%
	 Val. Loss: 0.217 |  Val. Acc: 90.00%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.182 | Train Acc: 92.06%
	 Val. Loss: 0.217 |  Val. Acc: 90.00%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.181 | Train Acc: 92.06%
	 Val. Loss: 0.217 |  Val. Acc: 90.00%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.181 | Train Acc: 92.06%
	 Val. Loss: 0.216 |  Val. Acc: 92.22%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.180 | Train Acc: 92.06%
	 Val. Loss: 0.216 |  Val. Acc: 92.22%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.179 | Train Acc: 92.06%
	 Val. Loss: 0.216 |  Val. Acc: 92.22%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.179 | Train Acc: 92.06%
	 Val. Loss: 0.215 |  Val. Acc: 92.22%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.178 | Train Acc: 92.06%
	 Val. Loss: 0.215 |  Val. Acc: 92.22%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.178 | Train Acc: 92.06%
	 Val. Loss: 0.214 |  Val. Acc: 92.22%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.177 | Train Acc: 92.06%
	 Val. Loss: 0.214 |  Val. Acc: 92.22%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.177 | Train Acc: 92.35%
	 Val. Loss: 0.214 |  Val. Acc: 92.22%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.176 | Train Acc: 93.24%
	 Val. Loss: 0.213 |  Val. Acc: 92.22%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.176 | Train Acc: 93.24%
	 Val. Loss: 0.213 |  Val. Acc: 92.22%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.175 | Train Acc: 93.24%
	 Val. Loss: 0.212 |  Val. Acc: 92.22%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.174 | Train Acc: 93.24%
	 Val. Loss: 0.212 |  Val. Acc: 92.22%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.174 | Train Acc: 93.53%
	 Val. Loss: 0.212 |  Val. Acc: 92.22%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.173 | Train Acc: 93.53%
	 Val. Loss: 0.211 |  Val. Acc: 92.22%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.173 | Train Acc: 93.53%
	 Val. Loss: 0.211 |  Val. Acc: 92.22%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 93.53%
	 Val. Loss: 0.211 |  Val. Acc: 92.22%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 93.53%
	 Val. Loss: 0.210 |  Val. Acc: 92.22%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.171 | Train Acc: 93.53%
	 Val. Loss: 0.210 |  Val. Acc: 92.22%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.171 | Train Acc: 93.53%
	 Val. Loss: 0.210 |  Val. Acc: 92.22%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.170 | Train Acc: 93.53%
	 Val. Loss: 0.209 |  Val. Acc: 92.22%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.170 | Train Acc: 93.53%
	 Val. Loss: 0.209 |  Val. Acc: 92.22%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.169 | Train Acc: 93.53%
	 Val. Loss: 0.209 |  Val. Acc: 92.22%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.169 | Train Acc: 93.53%
	 Val. Loss: 0.208 |  Val. Acc: 92.22%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.168 | Train Acc: 93.53%
	 Val. Loss: 0.208 |  Val. Acc: 92.22%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.168 | Train Acc: 93.53%
	 Val. Loss: 0.208 |  Val. Acc: 92.22%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.167 | Train Acc: 93.53%
	 Val. Loss: 0.207 |  Val. Acc: 92.22%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.167 | Train Acc: 93.53%
	 Val. Loss: 0.207 |  Val. Acc: 92.22%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.166 | Train Acc: 93.53%
	 Val. Loss: 0.207 |  Val. Acc: 92.22%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.166 | Train Acc: 93.53%
	 Val. Loss: 0.206 |  Val. Acc: 92.22%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.165 | Train Acc: 93.53%
	 Val. Loss: 0.206 |  Val. Acc: 92.22%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.165 | Train Acc: 93.53%
	 Val. Loss: 0.206 |  Val. Acc: 92.22%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.164 | Train Acc: 93.53%
	 Val. Loss: 0.205 |  Val. Acc: 92.22%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.164 | Train Acc: 93.53%
	 Val. Loss: 0.205 |  Val. Acc: 92.22%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.163 | Train Acc: 93.53%
	 Val. Loss: 0.205 |  Val. Acc: 92.22%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.163 | Train Acc: 93.53%
	 Val. Loss: 0.205 |  Val. Acc: 92.22%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.162 | Train Acc: 93.53%
	 Val. Loss: 0.204 |  Val. Acc: 92.22%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.162 | Train Acc: 93.82%
	 Val. Loss: 0.204 |  Val. Acc: 92.22%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 93.82%
	 Val. Loss: 0.204 |  Val. Acc: 92.22%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 93.82%
	 Val. Loss: 0.203 |  Val. Acc: 91.11%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.160 | Train Acc: 94.12%
	 Val. Loss: 0.203 |  Val. Acc: 90.00%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.160 | Train Acc: 94.41%
	 Val. Loss: 0.203 |  Val. Acc: 92.22%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.159 | Train Acc: 94.41%
	 Val. Loss: 0.203 |  Val. Acc: 92.22%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.159 | Train Acc: 94.12%
	 Val. Loss: 0.202 |  Val. Acc: 92.22%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 94.12%
	 Val. Loss: 0.202 |  Val. Acc: 92.22%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 94.12%
	 Val. Loss: 0.202 |  Val. Acc: 92.22%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 94.12%
	 Val. Loss: 0.202 |  Val. Acc: 92.22%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.157 | Train Acc: 94.12%
	 Val. Loss: 0.201 |  Val. Acc: 92.22%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.157 | Train Acc: 94.12%
	 Val. Loss: 0.201 |  Val. Acc: 92.22%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.156 | Train Acc: 94.12%
	 Val. Loss: 0.201 |  Val. Acc: 92.22%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.156 | Train Acc: 94.12%
	 Val. Loss: 0.200 |  Val. Acc: 92.22%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.155 | Train Acc: 94.12%
	 Val. Loss: 0.200 |  Val. Acc: 92.22%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.155 | Train Acc: 94.12%
	 Val. Loss: 0.200 |  Val. Acc: 92.22%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 94.12%
	 Val. Loss: 0.200 |  Val. Acc: 92.22%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 94.12%
	 Val. Loss: 0.199 |  Val. Acc: 92.22%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 94.12%
	 Val. Loss: 0.199 |  Val. Acc: 92.22%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.153 | Train Acc: 94.12%
	 Val. Loss: 0.199 |  Val. Acc: 92.22%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.153 | Train Acc: 94.12%
	 Val. Loss: 0.199 |  Val. Acc: 92.22%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 94.41%
	 Val. Loss: 0.199 |  Val. Acc: 92.22%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.152 | Train Acc: 94.41%
	 Val. Loss: 0.198 |  Val. Acc: 92.22%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 94.41%
	 Val. Loss: 0.198 |  Val. Acc: 92.22%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 94.41%
	 Val. Loss: 0.198 |  Val. Acc: 92.22%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 94.41%
	 Val. Loss: 0.198 |  Val. Acc: 92.22%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 94.41%
	 Val. Loss: 0.197 |  Val. Acc: 92.22%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 94.41%
	 Val. Loss: 0.197 |  Val. Acc: 92.22%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 94.41%
	 Val. Loss: 0.197 |  Val. Acc: 92.22%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 94.71%
	 Val. Loss: 0.197 |  Val. Acc: 92.22%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.149 | Train Acc: 94.71%
	 Val. Loss: 0.197 |  Val. Acc: 92.22%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 94.71%
	 Val. Loss: 0.196 |  Val. Acc: 92.22%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 94.71%
	 Val. Loss: 0.196 |  Val. Acc: 92.22%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 94.71%
	 Val. Loss: 0.196 |  Val. Acc: 92.22%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 94.71%
	 Val. Loss: 0.196 |  Val. Acc: 92.22%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 95.00%
	 Val. Loss: 0.195 |  Val. Acc: 92.22%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.146 | Train Acc: 95.29%
	 Val. Loss: 0.195 |  Val. Acc: 92.22%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.146 | Train Acc: 95.29%
	 Val. Loss: 0.195 |  Val. Acc: 92.22%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 95.29%
	 Val. Loss: 0.195 |  Val. Acc: 92.22%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 95.88%
	 Val. Loss: 0.195 |  Val. Acc: 92.22%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 95.88%
	 Val. Loss: 0.194 |  Val. Acc: 92.22%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 95.88%
	 Val. Loss: 0.194 |  Val. Acc: 92.22%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 95.88%
	 Val. Loss: 0.194 |  Val. Acc: 92.22%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 95.88%
	 Val. Loss: 0.194 |  Val. Acc: 92.22%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.143 | Train Acc: 95.88%
	 Val. Loss: 0.194 |  Val. Acc: 92.22%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.143 | Train Acc: 95.88%
	 Val. Loss: 0.194 |  Val. Acc: 92.22%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 95.88%
	 Val. Loss: 0.193 |  Val. Acc: 92.22%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.193 |  Val. Acc: 92.22%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.193 |  Val. Acc: 92.22%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.193 |  Val. Acc: 92.22%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.193 |  Val. Acc: 92.22%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 96.18%
	 Val. Loss: 0.192 |  Val. Acc: 93.33%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.192 |  Val. Acc: 93.33%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.192 |  Val. Acc: 93.33%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 96.18%
	 Val. Loss: 0.192 |  Val. Acc: 93.33%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.192 |  Val. Acc: 93.33%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.192 |  Val. Acc: 93.33%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.191 |  Val. Acc: 93.33%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.191 |  Val. Acc: 93.33%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.191 |  Val. Acc: 93.33%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.18%
	 Val. Loss: 0.191 |  Val. Acc: 93.33%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.18%
	 Val. Loss: 0.191 |  Val. Acc: 93.33%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 96.18%
	 Val. Loss: 0.191 |  Val. Acc: 93.33%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.191 |  Val. Acc: 93.33%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.190 |  Val. Acc: 93.33%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 96.47%
	 Val. Loss: 0.190 |  Val. Acc: 93.33%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.190 |  Val. Acc: 93.33%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.190 |  Val. Acc: 93.33%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.190 |  Val. Acc: 93.33%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 96.47%
	 Val. Loss: 0.190 |  Val. Acc: 93.33%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.189 |  Val. Acc: 93.33%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.188 |  Val. Acc: 93.33%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.188 |  Val. Acc: 93.33%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.188 |  Val. Acc: 93.33%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.188 |  Val. Acc: 93.33%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.188 |  Val. Acc: 93.33%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.188 |  Val. Acc: 93.33%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.188 |  Val. Acc: 93.33%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.47%
	 Val. Loss: 0.187 |  Val. Acc: 93.33%
Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.127 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 96.47%
	 Val. Loss: 0.186 |  Val. Acc: 93.33%
Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 96.47%
	 Val. Loss: 0.185 |  Val. Acc: 93.33%
Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 96.47%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 96.47%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 96.47%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 96.47%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 96.76%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 96.76%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 96.76%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 96.76%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 96.76%
	 Val. Loss: 0.184 |  Val. Acc: 93.33%
Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 96.76%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 96.76%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 96.76%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 96.76%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 96.76%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 96.76%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.06%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.06%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.06%
	 Val. Loss: 0.183 |  Val. Acc: 93.33%
Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.06%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.06%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.06%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.06%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.06%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.06%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.06%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.182 |  Val. Acc: 93.33%
Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.181 |  Val. Acc: 93.33%
Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.180 |  Val. Acc: 93.33%
Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.35%
	 Val. Loss: 0.179 |  Val. Acc: 93.33%
Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 93.33%
Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.35%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.35%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.35%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.35%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.35%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.177 |  Val. Acc: 93.33%
Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.176 |  Val. Acc: 93.33%
Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.94%
	 Val. Loss: 0.175 |  Val. Acc: 93.33%
Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.174 |  Val. Acc: 93.33%
Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.173 |  Val. Acc: 93.33%
Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.172 |  Val. Acc: 93.33%
Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.171 |  Val. Acc: 93.33%
Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.170 |  Val. Acc: 93.33%
Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.94%
	 Val. Loss: 0.169 |  Val. Acc: 93.33%
Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.088 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.088 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.088 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.088 | Train Acc: 97.94%
	 Val. Loss: 0.168 |  Val. Acc: 93.33%
Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.088 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.94%
	 Val. Loss: 0.167 |  Val. Acc: 93.33%
Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.085 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.085 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.085 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.085 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.085 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.085 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.94%
	 Val. Loss: 0.166 |  Val. Acc: 93.33%
Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.083 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.083 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.083 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.083 | Train Acc: 97.94%
	 Val. Loss: 0.165 |  Val. Acc: 93.33%
Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.083 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.94%
	 Val. Loss: 0.164 |  Val. Acc: 93.33%
Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.080 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.080 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.080 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.080 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.080 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.080 | Train Acc: 97.94%
	 Val. Loss: 0.163 |  Val. Acc: 93.33%
Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.162 |  Val. Acc: 93.33%
Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.94%
	 Val. Loss: 0.161 |  Val. Acc: 93.33%
Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.075 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.075 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.075 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.075 | Train Acc: 97.94%
	 Val. Loss: 0.160 |  Val. Acc: 93.33%
Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.075 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.075 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.073 | Train Acc: 97.94%
	 Val. Loss: 0.159 |  Val. Acc: 93.33%
Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.073 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.073 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.073 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.073 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.073 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 93.33%
Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.157 |  Val. Acc: 93.33%
Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 93.33%
Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.068 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.068 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.068 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.068 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.068 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.068 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 93.33%
Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 93.33%
Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.153 |  Val. Acc: 93.33%
Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.152 |  Val. Acc: 93.33%
Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.151 |  Val. Acc: 93.33%
Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 93.33%
Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 93.33%
Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 93.33%
Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 93.33%
Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 93.33%
Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 93.33%
Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 93.33%
Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.44%
Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 97.94%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 97.94%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 97.94%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.144 |  Val. Acc: 94.44%
Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.143 |  Val. Acc: 94.44%
Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.24%
	 Val. Loss: 0.142 |  Val. Acc: 94.44%
Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.53%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.82%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.142 |  Val. Acc: 95.56%
Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.12%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.141 |  Val. Acc: 95.56%
Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.140 |  Val. Acc: 95.56%
Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%
Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.139 |  Val. Acc: 95.56%

Test Loss: 0.182 | Test Acc: 96.36%

              precision    recall  f1-score   support

           0       0.95      0.95      0.95        41
           1       0.97      0.97      0.97        63

    accuracy                           0.96       104
   macro avg       0.96      0.96      0.96       104
weighted avg       0.96      0.96      0.96       104

Tiempo total de entrenamiento: 0 mins, 53 segundos

Se tiene un comportamiento similar al anterior, teniendo un accuracy similar a la parte 1 (un poco menor), pero logrando reducir las péridas mucho más rápido que en la parte, pero más lento que con el modelo2.

model4 = MLP(INPUT_DIM, OUTPUT_DIM)
model4, res4 = entrenar_red("Modelo4",model4, lr, n_epocas,shuffle = False, MINI_BATCH = 50)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.666 | Train Acc: 0.00%
	 Val. Loss: 4.664 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.657 | Train Acc: 0.00%
	 Val. Loss: 4.656 |  Val. Acc: 0.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.648 | Train Acc: 0.00%
	 Val. Loss: 4.648 |  Val. Acc: 0.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.639 | Train Acc: 0.00%
	 Val. Loss: 4.639 |  Val. Acc: 0.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.630 | Train Acc: 0.00%
	 Val. Loss: 4.631 |  Val. Acc: 0.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.621 | Train Acc: 0.00%
	 Val. Loss: 4.623 |  Val. Acc: 0.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.613 | Train Acc: 0.00%
	 Val. Loss: 4.614 |  Val. Acc: 0.00%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.604 | Train Acc: 0.00%
	 Val. Loss: 4.606 |  Val. Acc: 0.00%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.595 | Train Acc: 0.00%
	 Val. Loss: 4.597 |  Val. Acc: 0.00%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.586 | Train Acc: 0.00%
	 Val. Loss: 4.589 |  Val. Acc: 0.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.577 | Train Acc: 0.00%
	 Val. Loss: 4.581 |  Val. Acc: 0.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 4.03%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.550 | Train Acc: 3.59%
	 Val. Loss: 4.555 |  Val. Acc: 7.03%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.541 | Train Acc: 9.70%
	 Val. Loss: 4.546 |  Val. Acc: 15.58%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.532 | Train Acc: 23.77%
	 Val. Loss: 4.538 |  Val. Acc: 30.67%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.522 | Train Acc: 38.70%
	 Val. Loss: 4.529 |  Val. Acc: 40.18%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.513 | Train Acc: 49.30%
	 Val. Loss: 4.520 |  Val. Acc: 46.70%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.504 | Train Acc: 59.21%
	 Val. Loss: 4.511 |  Val. Acc: 52.21%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.494 | Train Acc: 62.23%
	 Val. Loss: 4.503 |  Val. Acc: 54.21%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.485 | Train Acc: 63.09%
	 Val. Loss: 4.494 |  Val. Acc: 54.21%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.475 | Train Acc: 63.09%
	 Val. Loss: 4.484 |  Val. Acc: 54.21%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.466 | Train Acc: 63.09%
	 Val. Loss: 4.475 |  Val. Acc: 54.21%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.456 | Train Acc: 63.09%
	 Val. Loss: 4.466 |  Val. Acc: 54.21%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.446 | Train Acc: 63.09%
	 Val. Loss: 4.457 |  Val. Acc: 54.21%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.436 | Train Acc: 63.09%
	 Val. Loss: 4.447 |  Val. Acc: 54.21%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.426 | Train Acc: 63.09%
	 Val. Loss: 4.437 |  Val. Acc: 54.21%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.415 | Train Acc: 63.09%
	 Val. Loss: 4.428 |  Val. Acc: 54.21%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.405 | Train Acc: 63.09%
	 Val. Loss: 4.418 |  Val. Acc: 54.21%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.394 | Train Acc: 63.09%
	 Val. Loss: 4.408 |  Val. Acc: 54.21%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.383 | Train Acc: 63.09%
	 Val. Loss: 4.398 |  Val. Acc: 54.21%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.373 | Train Acc: 63.09%
	 Val. Loss: 4.387 |  Val. Acc: 54.21%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.361 | Train Acc: 63.09%
	 Val. Loss: 4.377 |  Val. Acc: 54.21%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.350 | Train Acc: 63.09%
	 Val. Loss: 4.366 |  Val. Acc: 54.21%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.339 | Train Acc: 63.09%
	 Val. Loss: 4.355 |  Val. Acc: 54.21%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.327 | Train Acc: 63.09%
	 Val. Loss: 4.344 |  Val. Acc: 54.21%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.315 | Train Acc: 63.09%
	 Val. Loss: 4.333 |  Val. Acc: 54.21%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.303 | Train Acc: 63.09%
	 Val. Loss: 4.322 |  Val. Acc: 54.21%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.291 | Train Acc: 63.09%
	 Val. Loss: 4.310 |  Val. Acc: 54.21%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.278 | Train Acc: 63.09%
	 Val. Loss: 4.298 |  Val. Acc: 54.21%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.265 | Train Acc: 63.09%
	 Val. Loss: 4.286 |  Val. Acc: 54.21%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.252 | Train Acc: 63.09%
	 Val. Loss: 4.273 |  Val. Acc: 54.21%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.238 | Train Acc: 63.09%
	 Val. Loss: 4.261 |  Val. Acc: 54.21%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.224 | Train Acc: 63.09%
	 Val. Loss: 4.248 |  Val. Acc: 54.21%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.210 | Train Acc: 63.09%
	 Val. Loss: 4.234 |  Val. Acc: 54.21%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.196 | Train Acc: 63.09%
	 Val. Loss: 4.221 |  Val. Acc: 54.21%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.181 | Train Acc: 63.09%
	 Val. Loss: 4.207 |  Val. Acc: 54.21%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.165 | Train Acc: 63.09%
	 Val. Loss: 4.192 |  Val. Acc: 54.21%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.150 | Train Acc: 63.09%
	 Val. Loss: 4.177 |  Val. Acc: 54.21%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.133 | Train Acc: 63.09%
	 Val. Loss: 4.162 |  Val. Acc: 54.21%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.117 | Train Acc: 63.09%
	 Val. Loss: 4.147 |  Val. Acc: 54.21%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.100 | Train Acc: 63.09%
	 Val. Loss: 4.130 |  Val. Acc: 54.21%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.082 | Train Acc: 63.09%
	 Val. Loss: 4.114 |  Val. Acc: 54.21%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.064 | Train Acc: 63.09%
	 Val. Loss: 4.096 |  Val. Acc: 54.21%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.045 | Train Acc: 63.09%
	 Val. Loss: 4.079 |  Val. Acc: 54.21%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.025 | Train Acc: 63.09%
	 Val. Loss: 4.060 |  Val. Acc: 54.21%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.005 | Train Acc: 63.09%
	 Val. Loss: 4.041 |  Val. Acc: 54.21%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.984 | Train Acc: 63.09%
	 Val. Loss: 4.022 |  Val. Acc: 54.21%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.962 | Train Acc: 63.09%
	 Val. Loss: 4.001 |  Val. Acc: 54.21%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.940 | Train Acc: 63.09%
	 Val. Loss: 3.980 |  Val. Acc: 54.21%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.917 | Train Acc: 63.09%
	 Val. Loss: 3.958 |  Val. Acc: 54.21%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.893 | Train Acc: 63.09%
	 Val. Loss: 3.936 |  Val. Acc: 54.21%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.867 | Train Acc: 63.09%
	 Val. Loss: 3.912 |  Val. Acc: 54.21%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.841 | Train Acc: 63.09%
	 Val. Loss: 3.887 |  Val. Acc: 54.21%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.814 | Train Acc: 63.09%
	 Val. Loss: 3.862 |  Val. Acc: 54.21%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.786 | Train Acc: 63.09%
	 Val. Loss: 3.835 |  Val. Acc: 54.21%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.756 | Train Acc: 63.09%
	 Val. Loss: 3.808 |  Val. Acc: 54.21%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.726 | Train Acc: 63.09%
	 Val. Loss: 3.779 |  Val. Acc: 54.21%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.694 | Train Acc: 63.09%
	 Val. Loss: 3.749 |  Val. Acc: 54.21%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.660 | Train Acc: 63.09%
	 Val. Loss: 3.717 |  Val. Acc: 54.21%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.625 | Train Acc: 63.09%
	 Val. Loss: 3.684 |  Val. Acc: 54.21%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.588 | Train Acc: 63.09%
	 Val. Loss: 3.650 |  Val. Acc: 54.21%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.550 | Train Acc: 63.09%
	 Val. Loss: 3.614 |  Val. Acc: 54.21%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.510 | Train Acc: 63.09%
	 Val. Loss: 3.576 |  Val. Acc: 54.21%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.468 | Train Acc: 63.09%
	 Val. Loss: 3.537 |  Val. Acc: 54.21%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.424 | Train Acc: 63.09%
	 Val. Loss: 3.496 |  Val. Acc: 54.21%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.378 | Train Acc: 63.09%
	 Val. Loss: 3.453 |  Val. Acc: 54.21%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.330 | Train Acc: 63.09%
	 Val. Loss: 3.407 |  Val. Acc: 54.21%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.279 | Train Acc: 63.09%
	 Val. Loss: 3.360 |  Val. Acc: 54.21%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.226 | Train Acc: 63.09%
	 Val. Loss: 3.311 |  Val. Acc: 54.21%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.170 | Train Acc: 63.09%
	 Val. Loss: 3.259 |  Val. Acc: 54.21%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.112 | Train Acc: 63.09%
	 Val. Loss: 3.204 |  Val. Acc: 54.21%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.052 | Train Acc: 63.09%
	 Val. Loss: 3.148 |  Val. Acc: 54.21%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.988 | Train Acc: 63.09%
	 Val. Loss: 3.089 |  Val. Acc: 54.21%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.922 | Train Acc: 63.09%
	 Val. Loss: 3.027 |  Val. Acc: 54.21%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.854 | Train Acc: 63.09%
	 Val. Loss: 2.964 |  Val. Acc: 54.21%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.782 | Train Acc: 63.09%
	 Val. Loss: 2.898 |  Val. Acc: 54.21%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.709 | Train Acc: 63.09%
	 Val. Loss: 2.830 |  Val. Acc: 54.21%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.634 | Train Acc: 63.09%
	 Val. Loss: 2.761 |  Val. Acc: 54.21%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.557 | Train Acc: 63.09%
	 Val. Loss: 2.690 |  Val. Acc: 54.21%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.478 | Train Acc: 63.09%
	 Val. Loss: 2.619 |  Val. Acc: 54.21%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.400 | Train Acc: 63.09%
	 Val. Loss: 2.548 |  Val. Acc: 54.21%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.321 | Train Acc: 63.09%
	 Val. Loss: 2.478 |  Val. Acc: 54.21%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.244 | Train Acc: 63.09%
	 Val. Loss: 2.408 |  Val. Acc: 54.21%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.168 | Train Acc: 63.09%
	 Val. Loss: 2.341 |  Val. Acc: 54.21%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.094 | Train Acc: 63.09%
	 Val. Loss: 2.276 |  Val. Acc: 54.21%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.024 | Train Acc: 63.09%
	 Val. Loss: 2.214 |  Val. Acc: 54.21%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.957 | Train Acc: 63.09%
	 Val. Loss: 2.155 |  Val. Acc: 54.21%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.894 | Train Acc: 63.09%
	 Val. Loss: 2.099 |  Val. Acc: 54.21%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.835 | Train Acc: 63.09%
	 Val. Loss: 2.048 |  Val. Acc: 54.21%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.780 | Train Acc: 63.09%
	 Val. Loss: 1.999 |  Val. Acc: 54.21%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.730 | Train Acc: 63.09%
	 Val. Loss: 1.954 |  Val. Acc: 54.21%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.683 | Train Acc: 63.09%
	 Val. Loss: 1.912 |  Val. Acc: 54.21%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.639 | Train Acc: 63.09%
	 Val. Loss: 1.873 |  Val. Acc: 54.21%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.599 | Train Acc: 63.09%
	 Val. Loss: 1.836 |  Val. Acc: 54.21%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.562 | Train Acc: 63.09%
	 Val. Loss: 1.801 |  Val. Acc: 54.21%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.527 | Train Acc: 63.09%
	 Val. Loss: 1.768 |  Val. Acc: 54.21%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.494 | Train Acc: 63.09%
	 Val. Loss: 1.736 |  Val. Acc: 54.21%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.463 | Train Acc: 63.09%
	 Val. Loss: 1.706 |  Val. Acc: 54.21%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.434 | Train Acc: 63.09%
	 Val. Loss: 1.676 |  Val. Acc: 54.21%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.406 | Train Acc: 63.09%
	 Val. Loss: 1.648 |  Val. Acc: 54.21%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.379 | Train Acc: 63.09%
	 Val. Loss: 1.620 |  Val. Acc: 54.21%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.354 | Train Acc: 63.09%
	 Val. Loss: 1.593 |  Val. Acc: 54.21%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.329 | Train Acc: 63.09%
	 Val. Loss: 1.566 |  Val. Acc: 54.21%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.305 | Train Acc: 63.09%
	 Val. Loss: 1.540 |  Val. Acc: 54.21%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.281 | Train Acc: 63.09%
	 Val. Loss: 1.514 |  Val. Acc: 54.21%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.258 | Train Acc: 63.09%
	 Val. Loss: 1.489 |  Val. Acc: 54.21%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.236 | Train Acc: 63.09%
	 Val. Loss: 1.463 |  Val. Acc: 54.21%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.214 | Train Acc: 63.09%
	 Val. Loss: 1.439 |  Val. Acc: 54.21%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.192 | Train Acc: 63.09%
	 Val. Loss: 1.414 |  Val. Acc: 54.21%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.171 | Train Acc: 63.09%
	 Val. Loss: 1.390 |  Val. Acc: 54.21%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.151 | Train Acc: 63.09%
	 Val. Loss: 1.366 |  Val. Acc: 54.21%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.131 | Train Acc: 63.09%
	 Val. Loss: 1.343 |  Val. Acc: 54.21%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.111 | Train Acc: 63.09%
	 Val. Loss: 1.319 |  Val. Acc: 54.21%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.092 | Train Acc: 63.09%
	 Val. Loss: 1.297 |  Val. Acc: 54.21%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.073 | Train Acc: 63.09%
	 Val. Loss: 1.274 |  Val. Acc: 54.21%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.055 | Train Acc: 63.09%
	 Val. Loss: 1.253 |  Val. Acc: 54.21%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.037 | Train Acc: 63.09%
	 Val. Loss: 1.231 |  Val. Acc: 54.21%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.020 | Train Acc: 63.09%
	 Val. Loss: 1.211 |  Val. Acc: 54.21%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.004 | Train Acc: 63.09%
	 Val. Loss: 1.191 |  Val. Acc: 54.21%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.988 | Train Acc: 63.09%
	 Val. Loss: 1.171 |  Val. Acc: 54.21%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.972 | Train Acc: 63.09%
	 Val. Loss: 1.152 |  Val. Acc: 54.21%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.958 | Train Acc: 63.09%
	 Val. Loss: 1.134 |  Val. Acc: 54.21%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.944 | Train Acc: 63.09%
	 Val. Loss: 1.116 |  Val. Acc: 54.21%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.930 | Train Acc: 63.09%
	 Val. Loss: 1.100 |  Val. Acc: 54.21%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.917 | Train Acc: 63.09%
	 Val. Loss: 1.084 |  Val. Acc: 54.21%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.905 | Train Acc: 63.09%
	 Val. Loss: 1.068 |  Val. Acc: 54.21%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.893 | Train Acc: 63.09%
	 Val. Loss: 1.053 |  Val. Acc: 54.21%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.882 | Train Acc: 63.09%
	 Val. Loss: 1.039 |  Val. Acc: 54.21%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.872 | Train Acc: 63.09%
	 Val. Loss: 1.026 |  Val. Acc: 54.21%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.862 | Train Acc: 63.09%
	 Val. Loss: 1.013 |  Val. Acc: 54.21%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.852 | Train Acc: 63.09%
	 Val. Loss: 1.001 |  Val. Acc: 54.21%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.843 | Train Acc: 63.09%
	 Val. Loss: 0.989 |  Val. Acc: 54.21%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.835 | Train Acc: 63.09%
	 Val. Loss: 0.978 |  Val. Acc: 54.21%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.827 | Train Acc: 63.09%
	 Val. Loss: 0.968 |  Val. Acc: 54.21%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.819 | Train Acc: 63.09%
	 Val. Loss: 0.958 |  Val. Acc: 54.21%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.812 | Train Acc: 63.09%
	 Val. Loss: 0.949 |  Val. Acc: 54.21%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.805 | Train Acc: 63.09%
	 Val. Loss: 0.940 |  Val. Acc: 54.21%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.798 | Train Acc: 63.09%
	 Val. Loss: 0.931 |  Val. Acc: 54.21%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.792 | Train Acc: 63.09%
	 Val. Loss: 0.923 |  Val. Acc: 54.21%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.786 | Train Acc: 63.09%
	 Val. Loss: 0.915 |  Val. Acc: 54.21%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.780 | Train Acc: 63.09%
	 Val. Loss: 0.908 |  Val. Acc: 54.21%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.775 | Train Acc: 63.09%
	 Val. Loss: 0.901 |  Val. Acc: 54.21%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.770 | Train Acc: 63.09%
	 Val. Loss: 0.894 |  Val. Acc: 54.21%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.765 | Train Acc: 63.09%
	 Val. Loss: 0.887 |  Val. Acc: 54.21%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.760 | Train Acc: 63.09%
	 Val. Loss: 0.881 |  Val. Acc: 54.21%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.755 | Train Acc: 63.09%
	 Val. Loss: 0.875 |  Val. Acc: 54.21%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.751 | Train Acc: 63.09%
	 Val. Loss: 0.869 |  Val. Acc: 54.21%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.747 | Train Acc: 63.09%
	 Val. Loss: 0.864 |  Val. Acc: 54.21%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.742 | Train Acc: 63.09%
	 Val. Loss: 0.859 |  Val. Acc: 54.21%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.739 | Train Acc: 63.09%
	 Val. Loss: 0.853 |  Val. Acc: 54.21%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.735 | Train Acc: 63.09%
	 Val. Loss: 0.849 |  Val. Acc: 54.21%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.731 | Train Acc: 63.09%
	 Val. Loss: 0.844 |  Val. Acc: 54.21%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.728 | Train Acc: 63.09%
	 Val. Loss: 0.839 |  Val. Acc: 54.21%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.724 | Train Acc: 63.09%
	 Val. Loss: 0.835 |  Val. Acc: 54.21%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.721 | Train Acc: 63.09%
	 Val. Loss: 0.830 |  Val. Acc: 54.21%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.718 | Train Acc: 63.09%
	 Val. Loss: 0.826 |  Val. Acc: 54.21%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.715 | Train Acc: 63.09%
	 Val. Loss: 0.822 |  Val. Acc: 54.21%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.712 | Train Acc: 63.09%
	 Val. Loss: 0.818 |  Val. Acc: 54.21%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.709 | Train Acc: 63.09%
	 Val. Loss: 0.815 |  Val. Acc: 54.21%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.706 | Train Acc: 63.09%
	 Val. Loss: 0.811 |  Val. Acc: 54.21%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.703 | Train Acc: 63.09%
	 Val. Loss: 0.807 |  Val. Acc: 54.21%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.701 | Train Acc: 63.09%
	 Val. Loss: 0.804 |  Val. Acc: 54.21%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.698 | Train Acc: 63.09%
	 Val. Loss: 0.801 |  Val. Acc: 54.21%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.695 | Train Acc: 63.09%
	 Val. Loss: 0.797 |  Val. Acc: 54.21%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.693 | Train Acc: 63.09%
	 Val. Loss: 0.794 |  Val. Acc: 54.21%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.691 | Train Acc: 63.09%
	 Val. Loss: 0.791 |  Val. Acc: 54.21%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.688 | Train Acc: 63.09%
	 Val. Loss: 0.788 |  Val. Acc: 54.21%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.686 | Train Acc: 63.09%
	 Val. Loss: 0.785 |  Val. Acc: 54.21%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.684 | Train Acc: 63.09%
	 Val. Loss: 0.782 |  Val. Acc: 54.21%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.682 | Train Acc: 63.09%
	 Val. Loss: 0.779 |  Val. Acc: 54.21%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.680 | Train Acc: 63.09%
	 Val. Loss: 0.777 |  Val. Acc: 54.21%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.678 | Train Acc: 63.09%
	 Val. Loss: 0.774 |  Val. Acc: 54.21%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.676 | Train Acc: 63.09%
	 Val. Loss: 0.771 |  Val. Acc: 54.21%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.674 | Train Acc: 63.09%
	 Val. Loss: 0.769 |  Val. Acc: 54.21%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.672 | Train Acc: 63.09%
	 Val. Loss: 0.766 |  Val. Acc: 54.21%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.670 | Train Acc: 63.09%
	 Val. Loss: 0.764 |  Val. Acc: 54.21%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.668 | Train Acc: 63.09%
	 Val. Loss: 0.761 |  Val. Acc: 54.21%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.667 | Train Acc: 63.09%
	 Val. Loss: 0.759 |  Val. Acc: 54.21%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.665 | Train Acc: 63.09%
	 Val. Loss: 0.757 |  Val. Acc: 54.21%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.663 | Train Acc: 63.09%
	 Val. Loss: 0.755 |  Val. Acc: 54.21%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.662 | Train Acc: 63.09%
	 Val. Loss: 0.752 |  Val. Acc: 54.21%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.660 | Train Acc: 63.09%
	 Val. Loss: 0.750 |  Val. Acc: 54.21%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.659 | Train Acc: 63.09%
	 Val. Loss: 0.748 |  Val. Acc: 54.21%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.657 | Train Acc: 63.09%
	 Val. Loss: 0.746 |  Val. Acc: 54.21%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.655 | Train Acc: 63.09%
	 Val. Loss: 0.744 |  Val. Acc: 54.21%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.654 | Train Acc: 63.09%
	 Val. Loss: 0.742 |  Val. Acc: 54.21%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.653 | Train Acc: 63.09%
	 Val. Loss: 0.740 |  Val. Acc: 54.21%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.651 | Train Acc: 63.09%
	 Val. Loss: 0.738 |  Val. Acc: 54.21%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.650 | Train Acc: 63.09%
	 Val. Loss: 0.736 |  Val. Acc: 54.21%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.648 | Train Acc: 63.09%
	 Val. Loss: 0.734 |  Val. Acc: 54.21%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.647 | Train Acc: 63.09%
	 Val. Loss: 0.733 |  Val. Acc: 54.21%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.646 | Train Acc: 63.09%
	 Val. Loss: 0.731 |  Val. Acc: 54.21%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.644 | Train Acc: 63.09%
	 Val. Loss: 0.729 |  Val. Acc: 54.21%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.643 | Train Acc: 63.09%
	 Val. Loss: 0.727 |  Val. Acc: 54.21%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.642 | Train Acc: 63.09%
	 Val. Loss: 0.726 |  Val. Acc: 54.21%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.641 | Train Acc: 63.09%
	 Val. Loss: 0.724 |  Val. Acc: 54.21%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.639 | Train Acc: 63.09%
	 Val. Loss: 0.722 |  Val. Acc: 54.21%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.638 | Train Acc: 63.09%
	 Val. Loss: 0.721 |  Val. Acc: 54.21%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 63.09%
	 Val. Loss: 0.719 |  Val. Acc: 54.21%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.636 | Train Acc: 63.09%
	 Val. Loss: 0.718 |  Val. Acc: 54.21%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.635 | Train Acc: 63.09%
	 Val. Loss: 0.716 |  Val. Acc: 54.21%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.634 | Train Acc: 63.09%
	 Val. Loss: 0.714 |  Val. Acc: 54.21%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.632 | Train Acc: 63.09%
	 Val. Loss: 0.713 |  Val. Acc: 54.21%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.631 | Train Acc: 63.09%
	 Val. Loss: 0.711 |  Val. Acc: 54.21%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.630 | Train Acc: 63.09%
	 Val. Loss: 0.710 |  Val. Acc: 54.21%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.629 | Train Acc: 63.09%
	 Val. Loss: 0.709 |  Val. Acc: 54.21%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.628 | Train Acc: 63.09%
	 Val. Loss: 0.707 |  Val. Acc: 54.21%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.627 | Train Acc: 63.09%
	 Val. Loss: 0.706 |  Val. Acc: 54.21%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.626 | Train Acc: 63.09%
	 Val. Loss: 0.704 |  Val. Acc: 54.21%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.625 | Train Acc: 63.09%
	 Val. Loss: 0.703 |  Val. Acc: 54.21%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.624 | Train Acc: 63.09%
	 Val. Loss: 0.702 |  Val. Acc: 54.21%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.623 | Train Acc: 63.09%
	 Val. Loss: 0.700 |  Val. Acc: 54.21%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.622 | Train Acc: 63.09%
	 Val. Loss: 0.699 |  Val. Acc: 54.21%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.621 | Train Acc: 63.09%
	 Val. Loss: 0.698 |  Val. Acc: 54.21%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.620 | Train Acc: 63.09%
	 Val. Loss: 0.696 |  Val. Acc: 54.21%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.619 | Train Acc: 63.09%
	 Val. Loss: 0.695 |  Val. Acc: 54.21%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.618 | Train Acc: 63.09%
	 Val. Loss: 0.694 |  Val. Acc: 54.21%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.618 | Train Acc: 63.09%
	 Val. Loss: 0.693 |  Val. Acc: 54.21%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.617 | Train Acc: 63.09%
	 Val. Loss: 0.691 |  Val. Acc: 54.21%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.616 | Train Acc: 63.09%
	 Val. Loss: 0.690 |  Val. Acc: 54.21%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.615 | Train Acc: 63.09%
	 Val. Loss: 0.689 |  Val. Acc: 54.21%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.614 | Train Acc: 63.09%
	 Val. Loss: 0.688 |  Val. Acc: 54.21%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.613 | Train Acc: 63.09%
	 Val. Loss: 0.687 |  Val. Acc: 54.21%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.612 | Train Acc: 63.09%
	 Val. Loss: 0.686 |  Val. Acc: 54.21%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.611 | Train Acc: 63.09%
	 Val. Loss: 0.684 |  Val. Acc: 54.21%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.611 | Train Acc: 63.09%
	 Val. Loss: 0.683 |  Val. Acc: 54.21%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.610 | Train Acc: 63.09%
	 Val. Loss: 0.682 |  Val. Acc: 54.21%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.609 | Train Acc: 63.09%
	 Val. Loss: 0.681 |  Val. Acc: 54.21%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.608 | Train Acc: 63.09%
	 Val. Loss: 0.680 |  Val. Acc: 54.21%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 63.09%
	 Val. Loss: 0.679 |  Val. Acc: 54.21%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 63.09%
	 Val. Loss: 0.678 |  Val. Acc: 54.21%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.606 | Train Acc: 63.09%
	 Val. Loss: 0.677 |  Val. Acc: 54.21%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.605 | Train Acc: 63.09%
	 Val. Loss: 0.676 |  Val. Acc: 54.21%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 63.09%
	 Val. Loss: 0.675 |  Val. Acc: 54.21%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.603 | Train Acc: 63.09%
	 Val. Loss: 0.673 |  Val. Acc: 54.21%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.603 | Train Acc: 63.09%
	 Val. Loss: 0.672 |  Val. Acc: 54.21%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.602 | Train Acc: 63.09%
	 Val. Loss: 0.671 |  Val. Acc: 54.21%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.601 | Train Acc: 63.09%
	 Val. Loss: 0.670 |  Val. Acc: 54.21%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 63.09%
	 Val. Loss: 0.669 |  Val. Acc: 54.21%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 63.09%
	 Val. Loss: 0.668 |  Val. Acc: 54.21%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 63.09%
	 Val. Loss: 0.667 |  Val. Acc: 54.21%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.598 | Train Acc: 63.09%
	 Val. Loss: 0.666 |  Val. Acc: 54.21%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 63.09%
	 Val. Loss: 0.665 |  Val. Acc: 54.21%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 63.09%
	 Val. Loss: 0.664 |  Val. Acc: 54.21%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.596 | Train Acc: 63.09%
	 Val. Loss: 0.663 |  Val. Acc: 54.21%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 63.09%
	 Val. Loss: 0.662 |  Val. Acc: 54.21%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 63.09%
	 Val. Loss: 0.662 |  Val. Acc: 54.21%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 63.09%
	 Val. Loss: 0.661 |  Val. Acc: 54.21%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.593 | Train Acc: 63.09%
	 Val. Loss: 0.660 |  Val. Acc: 54.21%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 63.09%
	 Val. Loss: 0.659 |  Val. Acc: 54.21%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 63.09%
	 Val. Loss: 0.658 |  Val. Acc: 54.21%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.591 | Train Acc: 63.09%
	 Val. Loss: 0.657 |  Val. Acc: 54.21%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 63.09%
	 Val. Loss: 0.656 |  Val. Acc: 54.21%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 63.09%
	 Val. Loss: 0.655 |  Val. Acc: 54.21%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 63.09%
	 Val. Loss: 0.654 |  Val. Acc: 54.21%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 63.09%
	 Val. Loss: 0.653 |  Val. Acc: 54.21%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 63.09%
	 Val. Loss: 0.652 |  Val. Acc: 54.21%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 63.09%
	 Val. Loss: 0.651 |  Val. Acc: 54.21%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.586 | Train Acc: 63.09%
	 Val. Loss: 0.650 |  Val. Acc: 54.21%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.586 | Train Acc: 63.09%
	 Val. Loss: 0.650 |  Val. Acc: 54.21%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.585 | Train Acc: 63.09%
	 Val. Loss: 0.649 |  Val. Acc: 54.21%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.584 | Train Acc: 63.09%
	 Val. Loss: 0.648 |  Val. Acc: 54.21%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.584 | Train Acc: 63.09%
	 Val. Loss: 0.647 |  Val. Acc: 54.21%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.583 | Train Acc: 63.09%
	 Val. Loss: 0.646 |  Val. Acc: 54.21%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.582 | Train Acc: 63.09%
	 Val. Loss: 0.645 |  Val. Acc: 54.21%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.582 | Train Acc: 63.09%
	 Val. Loss: 0.644 |  Val. Acc: 54.21%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.581 | Train Acc: 63.09%
	 Val. Loss: 0.643 |  Val. Acc: 54.21%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.580 | Train Acc: 63.09%
	 Val. Loss: 0.643 |  Val. Acc: 54.21%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.580 | Train Acc: 63.09%
	 Val. Loss: 0.642 |  Val. Acc: 54.21%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.579 | Train Acc: 63.09%
	 Val. Loss: 0.641 |  Val. Acc: 54.21%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.578 | Train Acc: 63.09%
	 Val. Loss: 0.640 |  Val. Acc: 54.21%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.578 | Train Acc: 63.09%
	 Val. Loss: 0.639 |  Val. Acc: 54.21%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.577 | Train Acc: 63.09%
	 Val. Loss: 0.638 |  Val. Acc: 54.21%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.577 | Train Acc: 63.09%
	 Val. Loss: 0.638 |  Val. Acc: 54.21%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.576 | Train Acc: 63.09%
	 Val. Loss: 0.637 |  Val. Acc: 54.21%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.575 | Train Acc: 63.09%
	 Val. Loss: 0.636 |  Val. Acc: 54.21%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.575 | Train Acc: 63.09%
	 Val. Loss: 0.635 |  Val. Acc: 54.21%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.574 | Train Acc: 63.09%
	 Val. Loss: 0.634 |  Val. Acc: 54.21%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.573 | Train Acc: 63.09%
	 Val. Loss: 0.633 |  Val. Acc: 54.21%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.573 | Train Acc: 63.09%
	 Val. Loss: 0.633 |  Val. Acc: 54.21%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.572 | Train Acc: 63.09%
	 Val. Loss: 0.632 |  Val. Acc: 54.21%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.571 | Train Acc: 63.09%
	 Val. Loss: 0.631 |  Val. Acc: 54.21%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.571 | Train Acc: 63.09%
	 Val. Loss: 0.630 |  Val. Acc: 54.21%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.570 | Train Acc: 63.09%
	 Val. Loss: 0.629 |  Val. Acc: 54.21%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.570 | Train Acc: 63.09%
	 Val. Loss: 0.628 |  Val. Acc: 54.21%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.569 | Train Acc: 63.09%
	 Val. Loss: 0.628 |  Val. Acc: 54.21%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.568 | Train Acc: 63.09%
	 Val. Loss: 0.627 |  Val. Acc: 54.21%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.568 | Train Acc: 63.09%
	 Val. Loss: 0.626 |  Val. Acc: 54.21%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.567 | Train Acc: 63.09%
	 Val. Loss: 0.625 |  Val. Acc: 54.21%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.567 | Train Acc: 63.09%
	 Val. Loss: 0.624 |  Val. Acc: 54.21%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.566 | Train Acc: 63.09%
	 Val. Loss: 0.624 |  Val. Acc: 54.21%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.565 | Train Acc: 63.09%
	 Val. Loss: 0.623 |  Val. Acc: 54.21%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.565 | Train Acc: 63.09%
	 Val. Loss: 0.622 |  Val. Acc: 54.21%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.564 | Train Acc: 63.09%
	 Val. Loss: 0.621 |  Val. Acc: 54.21%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.563 | Train Acc: 63.09%
	 Val. Loss: 0.620 |  Val. Acc: 54.21%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.563 | Train Acc: 63.09%
	 Val. Loss: 0.620 |  Val. Acc: 54.21%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.562 | Train Acc: 63.09%
	 Val. Loss: 0.619 |  Val. Acc: 54.21%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.562 | Train Acc: 63.09%
	 Val. Loss: 0.618 |  Val. Acc: 54.21%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.561 | Train Acc: 63.09%
	 Val. Loss: 0.617 |  Val. Acc: 54.21%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.560 | Train Acc: 63.09%
	 Val. Loss: 0.616 |  Val. Acc: 54.21%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.560 | Train Acc: 63.09%
	 Val. Loss: 0.616 |  Val. Acc: 54.21%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.559 | Train Acc: 63.09%
	 Val. Loss: 0.615 |  Val. Acc: 54.21%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.559 | Train Acc: 63.09%
	 Val. Loss: 0.614 |  Val. Acc: 54.21%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.558 | Train Acc: 63.09%
	 Val. Loss: 0.613 |  Val. Acc: 54.21%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.557 | Train Acc: 63.09%
	 Val. Loss: 0.612 |  Val. Acc: 54.21%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.557 | Train Acc: 63.09%
	 Val. Loss: 0.612 |  Val. Acc: 54.21%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.556 | Train Acc: 63.09%
	 Val. Loss: 0.611 |  Val. Acc: 54.21%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.556 | Train Acc: 63.09%
	 Val. Loss: 0.610 |  Val. Acc: 54.21%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.555 | Train Acc: 63.09%
	 Val. Loss: 0.609 |  Val. Acc: 54.21%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.554 | Train Acc: 63.09%
	 Val. Loss: 0.608 |  Val. Acc: 54.21%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.554 | Train Acc: 63.09%
	 Val. Loss: 0.608 |  Val. Acc: 54.21%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.553 | Train Acc: 63.09%
	 Val. Loss: 0.607 |  Val. Acc: 54.21%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.553 | Train Acc: 63.09%
	 Val. Loss: 0.606 |  Val. Acc: 54.21%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.552 | Train Acc: 63.09%
	 Val. Loss: 0.605 |  Val. Acc: 54.21%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.551 | Train Acc: 63.09%
	 Val. Loss: 0.605 |  Val. Acc: 54.21%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.551 | Train Acc: 63.09%
	 Val. Loss: 0.604 |  Val. Acc: 54.21%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.550 | Train Acc: 63.09%
	 Val. Loss: 0.603 |  Val. Acc: 54.21%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.550 | Train Acc: 63.09%
	 Val. Loss: 0.602 |  Val. Acc: 54.21%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.549 | Train Acc: 63.09%
	 Val. Loss: 0.601 |  Val. Acc: 54.21%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.548 | Train Acc: 63.09%
	 Val. Loss: 0.601 |  Val. Acc: 54.21%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.548 | Train Acc: 63.09%
	 Val. Loss: 0.600 |  Val. Acc: 54.21%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.547 | Train Acc: 63.09%
	 Val. Loss: 0.599 |  Val. Acc: 54.21%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.547 | Train Acc: 63.09%
	 Val. Loss: 0.598 |  Val. Acc: 54.21%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.546 | Train Acc: 63.09%
	 Val. Loss: 0.598 |  Val. Acc: 54.21%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.545 | Train Acc: 63.09%
	 Val. Loss: 0.597 |  Val. Acc: 54.21%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.545 | Train Acc: 63.09%
	 Val. Loss: 0.596 |  Val. Acc: 54.21%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.544 | Train Acc: 63.09%
	 Val. Loss: 0.595 |  Val. Acc: 54.21%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.544 | Train Acc: 63.09%
	 Val. Loss: 0.594 |  Val. Acc: 54.21%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.543 | Train Acc: 63.09%
	 Val. Loss: 0.594 |  Val. Acc: 54.21%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.542 | Train Acc: 63.09%
	 Val. Loss: 0.593 |  Val. Acc: 54.21%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.542 | Train Acc: 63.09%
	 Val. Loss: 0.592 |  Val. Acc: 54.21%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.541 | Train Acc: 63.09%
	 Val. Loss: 0.591 |  Val. Acc: 54.21%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.540 | Train Acc: 63.09%
	 Val. Loss: 0.591 |  Val. Acc: 54.21%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.540 | Train Acc: 63.09%
	 Val. Loss: 0.590 |  Val. Acc: 54.21%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.539 | Train Acc: 63.09%
	 Val. Loss: 0.589 |  Val. Acc: 54.21%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.539 | Train Acc: 63.09%
	 Val. Loss: 0.588 |  Val. Acc: 54.21%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.538 | Train Acc: 63.09%
	 Val. Loss: 0.587 |  Val. Acc: 54.21%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.537 | Train Acc: 63.09%
	 Val. Loss: 0.587 |  Val. Acc: 54.21%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.537 | Train Acc: 63.09%
	 Val. Loss: 0.586 |  Val. Acc: 54.21%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.536 | Train Acc: 63.09%
	 Val. Loss: 0.585 |  Val. Acc: 54.21%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.536 | Train Acc: 63.09%
	 Val. Loss: 0.584 |  Val. Acc: 54.21%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.535 | Train Acc: 63.09%
	 Val. Loss: 0.584 |  Val. Acc: 54.21%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.534 | Train Acc: 63.09%
	 Val. Loss: 0.583 |  Val. Acc: 54.21%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.534 | Train Acc: 63.09%
	 Val. Loss: 0.582 |  Val. Acc: 54.21%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.533 | Train Acc: 63.09%
	 Val. Loss: 0.581 |  Val. Acc: 54.21%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.533 | Train Acc: 63.09%
	 Val. Loss: 0.580 |  Val. Acc: 54.21%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.532 | Train Acc: 63.09%
	 Val. Loss: 0.580 |  Val. Acc: 54.21%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.531 | Train Acc: 63.09%
	 Val. Loss: 0.579 |  Val. Acc: 54.21%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.531 | Train Acc: 63.09%
	 Val. Loss: 0.578 |  Val. Acc: 54.21%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.530 | Train Acc: 63.09%
	 Val. Loss: 0.577 |  Val. Acc: 54.21%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.529 | Train Acc: 63.09%
	 Val. Loss: 0.576 |  Val. Acc: 54.21%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.529 | Train Acc: 63.09%
	 Val. Loss: 0.576 |  Val. Acc: 54.21%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.528 | Train Acc: 63.09%
	 Val. Loss: 0.575 |  Val. Acc: 54.21%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.528 | Train Acc: 63.09%
	 Val. Loss: 0.574 |  Val. Acc: 54.21%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.527 | Train Acc: 63.38%
	 Val. Loss: 0.573 |  Val. Acc: 54.21%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.526 | Train Acc: 63.38%
	 Val. Loss: 0.573 |  Val. Acc: 54.21%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.526 | Train Acc: 63.38%
	 Val. Loss: 0.572 |  Val. Acc: 54.21%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.525 | Train Acc: 63.38%
	 Val. Loss: 0.571 |  Val. Acc: 54.21%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.525 | Train Acc: 63.38%
	 Val. Loss: 0.570 |  Val. Acc: 55.73%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.524 | Train Acc: 63.95%
	 Val. Loss: 0.569 |  Val. Acc: 55.73%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.523 | Train Acc: 63.95%
	 Val. Loss: 0.569 |  Val. Acc: 55.73%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.523 | Train Acc: 64.23%
	 Val. Loss: 0.568 |  Val. Acc: 55.73%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.522 | Train Acc: 64.23%
	 Val. Loss: 0.567 |  Val. Acc: 55.73%
Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.521 | Train Acc: 64.80%
	 Val. Loss: 0.566 |  Val. Acc: 55.73%
Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.521 | Train Acc: 64.80%
	 Val. Loss: 0.565 |  Val. Acc: 55.73%
Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.520 | Train Acc: 64.80%
	 Val. Loss: 0.565 |  Val. Acc: 55.73%
Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.519 | Train Acc: 65.38%
	 Val. Loss: 0.564 |  Val. Acc: 55.73%
Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.519 | Train Acc: 65.38%
	 Val. Loss: 0.563 |  Val. Acc: 55.73%
Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.518 | Train Acc: 65.38%
	 Val. Loss: 0.562 |  Val. Acc: 59.76%
Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.518 | Train Acc: 65.66%
	 Val. Loss: 0.561 |  Val. Acc: 59.76%
Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.517 | Train Acc: 65.95%
	 Val. Loss: 0.561 |  Val. Acc: 59.76%
Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.516 | Train Acc: 66.23%
	 Val. Loss: 0.560 |  Val. Acc: 59.76%
Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.516 | Train Acc: 66.23%
	 Val. Loss: 0.559 |  Val. Acc: 59.76%
Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.515 | Train Acc: 66.52%
	 Val. Loss: 0.558 |  Val. Acc: 59.76%
Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.514 | Train Acc: 66.52%
	 Val. Loss: 0.557 |  Val. Acc: 59.76%
Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.514 | Train Acc: 66.52%
	 Val. Loss: 0.557 |  Val. Acc: 59.76%
Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.513 | Train Acc: 66.52%
	 Val. Loss: 0.556 |  Val. Acc: 59.76%
Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.512 | Train Acc: 66.52%
	 Val. Loss: 0.555 |  Val. Acc: 59.76%
Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.512 | Train Acc: 66.52%
	 Val. Loss: 0.554 |  Val. Acc: 59.76%
Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.511 | Train Acc: 66.52%
	 Val. Loss: 0.553 |  Val. Acc: 59.76%
Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.511 | Train Acc: 66.52%
	 Val. Loss: 0.553 |  Val. Acc: 59.76%
Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.510 | Train Acc: 66.52%
	 Val. Loss: 0.552 |  Val. Acc: 59.76%
Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.509 | Train Acc: 66.96%
	 Val. Loss: 0.551 |  Val. Acc: 62.27%
Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.509 | Train Acc: 67.41%
	 Val. Loss: 0.550 |  Val. Acc: 67.79%
Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.508 | Train Acc: 68.71%
	 Val. Loss: 0.549 |  Val. Acc: 68.79%
Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.507 | Train Acc: 69.57%
	 Val. Loss: 0.548 |  Val. Acc: 73.82%
Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.507 | Train Acc: 71.00%
	 Val. Loss: 0.548 |  Val. Acc: 73.82%
Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.506 | Train Acc: 72.14%
	 Val. Loss: 0.547 |  Val. Acc: 73.82%
Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.505 | Train Acc: 73.29%
	 Val. Loss: 0.546 |  Val. Acc: 73.82%
Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.505 | Train Acc: 73.57%
	 Val. Loss: 0.545 |  Val. Acc: 73.82%
Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.504 | Train Acc: 74.59%
	 Val. Loss: 0.544 |  Val. Acc: 73.82%
Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.503 | Train Acc: 75.45%
	 Val. Loss: 0.543 |  Val. Acc: 73.82%
Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.503 | Train Acc: 75.45%
	 Val. Loss: 0.543 |  Val. Acc: 73.82%
Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.502 | Train Acc: 75.45%
	 Val. Loss: 0.542 |  Val. Acc: 73.82%
Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.501 | Train Acc: 75.45%
	 Val. Loss: 0.541 |  Val. Acc: 73.82%
Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.501 | Train Acc: 76.02%
	 Val. Loss: 0.540 |  Val. Acc: 73.82%
Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.500 | Train Acc: 76.02%
	 Val. Loss: 0.539 |  Val. Acc: 73.82%
Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.499 | Train Acc: 76.02%
	 Val. Loss: 0.539 |  Val. Acc: 73.82%
Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.499 | Train Acc: 76.02%
	 Val. Loss: 0.538 |  Val. Acc: 74.33%
Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.498 | Train Acc: 75.73%
	 Val. Loss: 0.537 |  Val. Acc: 74.33%
Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.497 | Train Acc: 75.73%
	 Val. Loss: 0.536 |  Val. Acc: 74.33%
Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.497 | Train Acc: 76.59%
	 Val. Loss: 0.535 |  Val. Acc: 74.33%
Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.496 | Train Acc: 76.59%
	 Val. Loss: 0.534 |  Val. Acc: 74.33%
Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.495 | Train Acc: 77.16%
	 Val. Loss: 0.533 |  Val. Acc: 74.33%
Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.495 | Train Acc: 77.16%
	 Val. Loss: 0.533 |  Val. Acc: 74.33%
Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.494 | Train Acc: 77.45%
	 Val. Loss: 0.532 |  Val. Acc: 74.33%
Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.493 | Train Acc: 77.45%
	 Val. Loss: 0.531 |  Val. Acc: 74.33%
Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.493 | Train Acc: 77.45%
	 Val. Loss: 0.530 |  Val. Acc: 74.33%
Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.492 | Train Acc: 77.45%
	 Val. Loss: 0.529 |  Val. Acc: 74.33%
Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.491 | Train Acc: 77.45%
	 Val. Loss: 0.528 |  Val. Acc: 74.33%
Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.491 | Train Acc: 77.45%
	 Val. Loss: 0.528 |  Val. Acc: 74.33%
Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.490 | Train Acc: 77.45%
	 Val. Loss: 0.527 |  Val. Acc: 74.33%
Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.489 | Train Acc: 77.45%
	 Val. Loss: 0.526 |  Val. Acc: 74.33%
Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.489 | Train Acc: 77.45%
	 Val. Loss: 0.525 |  Val. Acc: 74.33%
Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.488 | Train Acc: 77.45%
	 Val. Loss: 0.524 |  Val. Acc: 74.33%
Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.487 | Train Acc: 77.45%
	 Val. Loss: 0.523 |  Val. Acc: 74.33%
Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.487 | Train Acc: 77.45%
	 Val. Loss: 0.522 |  Val. Acc: 74.33%
Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.486 | Train Acc: 77.45%
	 Val. Loss: 0.522 |  Val. Acc: 74.33%
Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.485 | Train Acc: 77.45%
	 Val. Loss: 0.521 |  Val. Acc: 74.33%
Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.484 | Train Acc: 77.45%
	 Val. Loss: 0.520 |  Val. Acc: 74.33%
Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.484 | Train Acc: 77.45%
	 Val. Loss: 0.519 |  Val. Acc: 74.33%
Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.483 | Train Acc: 77.45%
	 Val. Loss: 0.518 |  Val. Acc: 74.33%
Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.482 | Train Acc: 77.45%
	 Val. Loss: 0.517 |  Val. Acc: 74.33%
Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.482 | Train Acc: 77.45%
	 Val. Loss: 0.516 |  Val. Acc: 74.33%
Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.481 | Train Acc: 77.45%
	 Val. Loss: 0.516 |  Val. Acc: 75.33%
Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.480 | Train Acc: 77.45%
	 Val. Loss: 0.515 |  Val. Acc: 75.33%
Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.480 | Train Acc: 77.73%
	 Val. Loss: 0.514 |  Val. Acc: 75.33%
Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.479 | Train Acc: 78.02%
	 Val. Loss: 0.513 |  Val. Acc: 75.33%
Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.478 | Train Acc: 78.02%
	 Val. Loss: 0.512 |  Val. Acc: 75.33%
Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.477 | Train Acc: 78.02%
	 Val. Loss: 0.511 |  Val. Acc: 76.85%
Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.477 | Train Acc: 78.02%
	 Val. Loss: 0.510 |  Val. Acc: 76.85%
Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.476 | Train Acc: 78.02%
	 Val. Loss: 0.509 |  Val. Acc: 76.85%
Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.475 | Train Acc: 78.02%
	 Val. Loss: 0.509 |  Val. Acc: 76.85%
Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.475 | Train Acc: 78.02%
	 Val. Loss: 0.508 |  Val. Acc: 76.85%
Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.474 | Train Acc: 78.30%
	 Val. Loss: 0.507 |  Val. Acc: 76.85%
Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.473 | Train Acc: 78.30%
	 Val. Loss: 0.506 |  Val. Acc: 76.85%
Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.473 | Train Acc: 78.59%
	 Val. Loss: 0.505 |  Val. Acc: 76.85%
Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.472 | Train Acc: 78.59%
	 Val. Loss: 0.504 |  Val. Acc: 76.85%
Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.471 | Train Acc: 78.59%
	 Val. Loss: 0.503 |  Val. Acc: 76.85%
Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.470 | Train Acc: 78.59%
	 Val. Loss: 0.502 |  Val. Acc: 76.85%
Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.470 | Train Acc: 78.59%
	 Val. Loss: 0.502 |  Val. Acc: 76.85%
Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.469 | Train Acc: 78.88%
	 Val. Loss: 0.501 |  Val. Acc: 76.85%
Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.468 | Train Acc: 79.16%
	 Val. Loss: 0.500 |  Val. Acc: 76.85%
Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.468 | Train Acc: 79.45%
	 Val. Loss: 0.499 |  Val. Acc: 77.85%
Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.467 | Train Acc: 79.45%
	 Val. Loss: 0.498 |  Val. Acc: 77.85%
Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.466 | Train Acc: 79.45%
	 Val. Loss: 0.497 |  Val. Acc: 77.85%
Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.465 | Train Acc: 79.45%
	 Val. Loss: 0.496 |  Val. Acc: 77.85%
Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.465 | Train Acc: 79.45%
	 Val. Loss: 0.495 |  Val. Acc: 79.36%
Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.464 | Train Acc: 79.73%
	 Val. Loss: 0.495 |  Val. Acc: 79.36%
Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.463 | Train Acc: 79.73%
	 Val. Loss: 0.494 |  Val. Acc: 79.36%
Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.462 | Train Acc: 79.73%
	 Val. Loss: 0.493 |  Val. Acc: 79.36%
Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.462 | Train Acc: 79.73%
	 Val. Loss: 0.492 |  Val. Acc: 80.36%
Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.461 | Train Acc: 80.02%
	 Val. Loss: 0.491 |  Val. Acc: 80.36%
Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.460 | Train Acc: 80.02%
	 Val. Loss: 0.490 |  Val. Acc: 80.36%
Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.460 | Train Acc: 80.30%
	 Val. Loss: 0.489 |  Val. Acc: 80.36%
Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.459 | Train Acc: 80.30%
	 Val. Loss: 0.488 |  Val. Acc: 80.36%
Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.458 | Train Acc: 80.30%
	 Val. Loss: 0.487 |  Val. Acc: 80.36%
Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.457 | Train Acc: 80.30%
	 Val. Loss: 0.486 |  Val. Acc: 80.36%
Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.457 | Train Acc: 80.30%
	 Val. Loss: 0.486 |  Val. Acc: 80.36%
Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.456 | Train Acc: 80.59%
	 Val. Loss: 0.485 |  Val. Acc: 80.36%
Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.455 | Train Acc: 80.59%
	 Val. Loss: 0.484 |  Val. Acc: 80.36%
Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.454 | Train Acc: 80.59%
	 Val. Loss: 0.483 |  Val. Acc: 80.36%
Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.454 | Train Acc: 80.59%
	 Val. Loss: 0.482 |  Val. Acc: 80.36%
Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.453 | Train Acc: 80.59%
	 Val. Loss: 0.481 |  Val. Acc: 80.36%
Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.452 | Train Acc: 80.59%
	 Val. Loss: 0.480 |  Val. Acc: 81.88%
Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.451 | Train Acc: 80.88%
	 Val. Loss: 0.479 |  Val. Acc: 81.88%
Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.451 | Train Acc: 80.88%
	 Val. Loss: 0.478 |  Val. Acc: 81.88%
Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.450 | Train Acc: 80.88%
	 Val. Loss: 0.477 |  Val. Acc: 81.88%
Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.449 | Train Acc: 81.16%
	 Val. Loss: 0.477 |  Val. Acc: 81.88%
Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.449 | Train Acc: 81.16%
	 Val. Loss: 0.476 |  Val. Acc: 81.88%
Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.448 | Train Acc: 81.16%
	 Val. Loss: 0.475 |  Val. Acc: 81.88%
Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.447 | Train Acc: 81.45%
	 Val. Loss: 0.474 |  Val. Acc: 81.88%
Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.446 | Train Acc: 81.45%
	 Val. Loss: 0.473 |  Val. Acc: 81.88%
Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.446 | Train Acc: 81.45%
	 Val. Loss: 0.472 |  Val. Acc: 81.88%
Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.445 | Train Acc: 82.02%
	 Val. Loss: 0.471 |  Val. Acc: 81.88%
Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.444 | Train Acc: 82.02%
	 Val. Loss: 0.470 |  Val. Acc: 81.88%
Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.443 | Train Acc: 82.02%
	 Val. Loss: 0.469 |  Val. Acc: 81.88%
Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.443 | Train Acc: 82.02%
	 Val. Loss: 0.468 |  Val. Acc: 81.88%
Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.442 | Train Acc: 82.02%
	 Val. Loss: 0.467 |  Val. Acc: 81.88%
Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.441 | Train Acc: 81.73%
	 Val. Loss: 0.467 |  Val. Acc: 81.88%
Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.440 | Train Acc: 81.73%
	 Val. Loss: 0.466 |  Val. Acc: 81.88%
Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.440 | Train Acc: 81.73%
	 Val. Loss: 0.465 |  Val. Acc: 81.88%
Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.439 | Train Acc: 81.73%
	 Val. Loss: 0.464 |  Val. Acc: 81.88%
Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.438 | Train Acc: 81.73%
	 Val. Loss: 0.463 |  Val. Acc: 81.88%
Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.437 | Train Acc: 82.02%
	 Val. Loss: 0.462 |  Val. Acc: 81.88%
Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.437 | Train Acc: 82.02%
	 Val. Loss: 0.461 |  Val. Acc: 81.88%
Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.436 | Train Acc: 82.02%
	 Val. Loss: 0.460 |  Val. Acc: 81.88%
Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.435 | Train Acc: 82.02%
	 Val. Loss: 0.459 |  Val. Acc: 81.88%
Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.434 | Train Acc: 82.02%
	 Val. Loss: 0.458 |  Val. Acc: 81.88%
Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.434 | Train Acc: 82.02%
	 Val. Loss: 0.457 |  Val. Acc: 81.88%
Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.433 | Train Acc: 82.02%
	 Val. Loss: 0.457 |  Val. Acc: 82.88%
Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.432 | Train Acc: 82.59%
	 Val. Loss: 0.456 |  Val. Acc: 82.88%
Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.431 | Train Acc: 82.59%
	 Val. Loss: 0.455 |  Val. Acc: 82.88%
Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.431 | Train Acc: 82.59%
	 Val. Loss: 0.454 |  Val. Acc: 82.88%
Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.430 | Train Acc: 82.59%
	 Val. Loss: 0.453 |  Val. Acc: 82.88%
Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.429 | Train Acc: 82.59%
	 Val. Loss: 0.452 |  Val. Acc: 82.88%
Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.428 | Train Acc: 82.59%
	 Val. Loss: 0.451 |  Val. Acc: 82.88%
Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.428 | Train Acc: 82.59%
	 Val. Loss: 0.450 |  Val. Acc: 82.88%
Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.427 | Train Acc: 82.59%
	 Val. Loss: 0.449 |  Val. Acc: 81.88%
Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.426 | Train Acc: 82.59%
	 Val. Loss: 0.448 |  Val. Acc: 81.88%
Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.425 | Train Acc: 82.59%
	 Val. Loss: 0.447 |  Val. Acc: 81.88%
Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.425 | Train Acc: 83.04%
	 Val. Loss: 0.447 |  Val. Acc: 81.88%
Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.424 | Train Acc: 83.04%
	 Val. Loss: 0.446 |  Val. Acc: 81.88%
Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.423 | Train Acc: 83.04%
	 Val. Loss: 0.445 |  Val. Acc: 81.88%
Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.422 | Train Acc: 83.32%
	 Val. Loss: 0.444 |  Val. Acc: 81.88%
Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.422 | Train Acc: 83.32%
	 Val. Loss: 0.443 |  Val. Acc: 81.88%
Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.421 | Train Acc: 83.32%
	 Val. Loss: 0.442 |  Val. Acc: 81.88%
Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.420 | Train Acc: 83.61%
	 Val. Loss: 0.441 |  Val. Acc: 81.88%
Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.419 | Train Acc: 83.61%
	 Val. Loss: 0.440 |  Val. Acc: 81.88%
Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.419 | Train Acc: 83.61%
	 Val. Loss: 0.439 |  Val. Acc: 81.88%
Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.418 | Train Acc: 83.61%
	 Val. Loss: 0.438 |  Val. Acc: 81.88%
Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.417 | Train Acc: 83.61%
	 Val. Loss: 0.437 |  Val. Acc: 81.88%
Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.416 | Train Acc: 83.61%
	 Val. Loss: 0.437 |  Val. Acc: 81.88%
Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.416 | Train Acc: 83.61%
	 Val. Loss: 0.436 |  Val. Acc: 81.88%
Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.415 | Train Acc: 83.61%
	 Val. Loss: 0.435 |  Val. Acc: 81.88%
Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.414 | Train Acc: 83.61%
	 Val. Loss: 0.434 |  Val. Acc: 81.88%
Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.413 | Train Acc: 83.61%
	 Val. Loss: 0.433 |  Val. Acc: 81.88%
Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.412 | Train Acc: 83.61%
	 Val. Loss: 0.432 |  Val. Acc: 81.88%
Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.412 | Train Acc: 83.61%
	 Val. Loss: 0.431 |  Val. Acc: 83.39%
Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.411 | Train Acc: 83.89%
	 Val. Loss: 0.430 |  Val. Acc: 83.39%
Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.410 | Train Acc: 84.18%
	 Val. Loss: 0.429 |  Val. Acc: 83.39%
Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.409 | Train Acc: 84.18%
	 Val. Loss: 0.428 |  Val. Acc: 83.39%
Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.409 | Train Acc: 84.18%
	 Val. Loss: 0.427 |  Val. Acc: 83.39%
Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.408 | Train Acc: 84.18%
	 Val. Loss: 0.427 |  Val. Acc: 83.39%
Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.407 | Train Acc: 84.18%
	 Val. Loss: 0.426 |  Val. Acc: 83.39%
Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.406 | Train Acc: 83.89%
	 Val. Loss: 0.425 |  Val. Acc: 83.39%
Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.406 | Train Acc: 83.89%
	 Val. Loss: 0.424 |  Val. Acc: 82.39%
Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.405 | Train Acc: 83.89%
	 Val. Loss: 0.423 |  Val. Acc: 82.39%
Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.404 | Train Acc: 83.89%
	 Val. Loss: 0.422 |  Val. Acc: 82.39%
Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.403 | Train Acc: 83.89%
	 Val. Loss: 0.421 |  Val. Acc: 82.39%
Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.403 | Train Acc: 83.89%
	 Val. Loss: 0.420 |  Val. Acc: 82.39%
Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.402 | Train Acc: 83.61%
	 Val. Loss: 0.419 |  Val. Acc: 82.39%
Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.401 | Train Acc: 83.61%
	 Val. Loss: 0.419 |  Val. Acc: 82.39%
Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.400 | Train Acc: 83.61%
	 Val. Loss: 0.418 |  Val. Acc: 82.39%
Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.400 | Train Acc: 83.61%
	 Val. Loss: 0.417 |  Val. Acc: 82.39%
Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.399 | Train Acc: 83.61%
	 Val. Loss: 0.416 |  Val. Acc: 82.39%
Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.398 | Train Acc: 83.32%
	 Val. Loss: 0.415 |  Val. Acc: 82.39%
Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.397 | Train Acc: 83.32%
	 Val. Loss: 0.414 |  Val. Acc: 82.91%
Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.397 | Train Acc: 83.32%
	 Val. Loss: 0.413 |  Val. Acc: 82.91%
Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.396 | Train Acc: 83.32%
	 Val. Loss: 0.412 |  Val. Acc: 83.91%
Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.395 | Train Acc: 83.89%
	 Val. Loss: 0.411 |  Val. Acc: 85.42%
Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.395 | Train Acc: 84.34%
	 Val. Loss: 0.411 |  Val. Acc: 85.42%
Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.394 | Train Acc: 84.62%
	 Val. Loss: 0.410 |  Val. Acc: 85.42%
Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.393 | Train Acc: 85.48%
	 Val. Loss: 0.409 |  Val. Acc: 85.42%
Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.392 | Train Acc: 85.20%
	 Val. Loss: 0.408 |  Val. Acc: 85.42%
Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.392 | Train Acc: 85.20%
	 Val. Loss: 0.407 |  Val. Acc: 86.94%
Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.391 | Train Acc: 85.77%
	 Val. Loss: 0.406 |  Val. Acc: 86.94%
Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.390 | Train Acc: 85.77%
	 Val. Loss: 0.405 |  Val. Acc: 86.94%
Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.389 | Train Acc: 86.34%
	 Val. Loss: 0.404 |  Val. Acc: 86.94%
Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.389 | Train Acc: 86.34%
	 Val. Loss: 0.403 |  Val. Acc: 87.94%
Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.388 | Train Acc: 86.79%
	 Val. Loss: 0.403 |  Val. Acc: 87.94%
Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.387 | Train Acc: 86.79%
	 Val. Loss: 0.402 |  Val. Acc: 87.94%
Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.386 | Train Acc: 86.79%
	 Val. Loss: 0.401 |  Val. Acc: 87.94%
Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.386 | Train Acc: 86.79%
	 Val. Loss: 0.400 |  Val. Acc: 87.94%
Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.385 | Train Acc: 86.79%
	 Val. Loss: 0.399 |  Val. Acc: 87.94%
Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.384 | Train Acc: 86.79%
	 Val. Loss: 0.398 |  Val. Acc: 87.94%
Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.383 | Train Acc: 86.79%
	 Val. Loss: 0.397 |  Val. Acc: 87.94%
Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.383 | Train Acc: 86.79%
	 Val. Loss: 0.397 |  Val. Acc: 87.94%
Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.382 | Train Acc: 86.79%
	 Val. Loss: 0.396 |  Val. Acc: 87.94%
Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.381 | Train Acc: 86.79%
	 Val. Loss: 0.395 |  Val. Acc: 87.94%
Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.381 | Train Acc: 86.79%
	 Val. Loss: 0.394 |  Val. Acc: 87.94%
Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.380 | Train Acc: 86.79%
	 Val. Loss: 0.393 |  Val. Acc: 87.94%
Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.379 | Train Acc: 86.79%
	 Val. Loss: 0.392 |  Val. Acc: 87.94%
Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.378 | Train Acc: 86.79%
	 Val. Loss: 0.391 |  Val. Acc: 87.94%
Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.378 | Train Acc: 86.79%
	 Val. Loss: 0.391 |  Val. Acc: 87.94%
Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.377 | Train Acc: 86.79%
	 Val. Loss: 0.390 |  Val. Acc: 87.94%
Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.376 | Train Acc: 86.79%
	 Val. Loss: 0.389 |  Val. Acc: 87.94%
Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.375 | Train Acc: 86.79%
	 Val. Loss: 0.388 |  Val. Acc: 87.94%
Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.375 | Train Acc: 86.79%
	 Val. Loss: 0.387 |  Val. Acc: 87.94%
Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.374 | Train Acc: 86.79%
	 Val. Loss: 0.386 |  Val. Acc: 87.94%
Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.373 | Train Acc: 86.79%
	 Val. Loss: 0.385 |  Val. Acc: 87.94%
Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.373 | Train Acc: 86.79%
	 Val. Loss: 0.385 |  Val. Acc: 87.94%
Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.372 | Train Acc: 86.79%
	 Val. Loss: 0.384 |  Val. Acc: 87.94%
Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.371 | Train Acc: 86.79%
	 Val. Loss: 0.383 |  Val. Acc: 87.94%
Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.370 | Train Acc: 86.79%
	 Val. Loss: 0.382 |  Val. Acc: 87.94%
Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.370 | Train Acc: 86.50%
	 Val. Loss: 0.381 |  Val. Acc: 87.94%
Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.369 | Train Acc: 86.50%
	 Val. Loss: 0.380 |  Val. Acc: 87.94%
Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.368 | Train Acc: 86.50%
	 Val. Loss: 0.380 |  Val. Acc: 87.94%
Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.368 | Train Acc: 86.50%
	 Val. Loss: 0.379 |  Val. Acc: 87.94%
Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.367 | Train Acc: 86.50%
	 Val. Loss: 0.378 |  Val. Acc: 87.94%
Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.366 | Train Acc: 86.50%
	 Val. Loss: 0.377 |  Val. Acc: 87.94%
Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.365 | Train Acc: 86.50%
	 Val. Loss: 0.376 |  Val. Acc: 87.94%
Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.365 | Train Acc: 86.50%
	 Val. Loss: 0.376 |  Val. Acc: 87.94%
Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.364 | Train Acc: 86.50%
	 Val. Loss: 0.375 |  Val. Acc: 87.94%
Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.363 | Train Acc: 86.50%
	 Val. Loss: 0.374 |  Val. Acc: 87.94%
Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.363 | Train Acc: 86.50%
	 Val. Loss: 0.373 |  Val. Acc: 87.94%
Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.362 | Train Acc: 86.50%
	 Val. Loss: 0.372 |  Val. Acc: 87.94%
Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.361 | Train Acc: 86.50%
	 Val. Loss: 0.371 |  Val. Acc: 87.94%
Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.361 | Train Acc: 86.79%
	 Val. Loss: 0.371 |  Val. Acc: 87.94%
Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.360 | Train Acc: 87.36%
	 Val. Loss: 0.370 |  Val. Acc: 87.94%
Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.359 | Train Acc: 87.64%
	 Val. Loss: 0.369 |  Val. Acc: 87.94%
Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.359 | Train Acc: 87.64%
	 Val. Loss: 0.368 |  Val. Acc: 87.94%
Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.358 | Train Acc: 87.64%
	 Val. Loss: 0.367 |  Val. Acc: 87.94%
Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.357 | Train Acc: 87.64%
	 Val. Loss: 0.367 |  Val. Acc: 87.94%
Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.356 | Train Acc: 87.64%
	 Val. Loss: 0.366 |  Val. Acc: 87.94%
Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.356 | Train Acc: 87.93%
	 Val. Loss: 0.365 |  Val. Acc: 87.94%
Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.355 | Train Acc: 87.93%
	 Val. Loss: 0.364 |  Val. Acc: 87.94%
Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.354 | Train Acc: 87.93%
	 Val. Loss: 0.363 |  Val. Acc: 87.94%
Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.354 | Train Acc: 87.93%
	 Val. Loss: 0.363 |  Val. Acc: 87.94%
Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.353 | Train Acc: 87.93%
	 Val. Loss: 0.362 |  Val. Acc: 87.94%
Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.352 | Train Acc: 87.93%
	 Val. Loss: 0.361 |  Val. Acc: 87.94%
Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.352 | Train Acc: 88.37%
	 Val. Loss: 0.360 |  Val. Acc: 87.94%
Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.351 | Train Acc: 88.37%
	 Val. Loss: 0.360 |  Val. Acc: 87.94%
Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.350 | Train Acc: 88.37%
	 Val. Loss: 0.359 |  Val. Acc: 87.94%
Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.350 | Train Acc: 88.37%
	 Val. Loss: 0.358 |  Val. Acc: 87.94%
Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.349 | Train Acc: 88.37%
	 Val. Loss: 0.357 |  Val. Acc: 87.94%
Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.348 | Train Acc: 88.37%
	 Val. Loss: 0.356 |  Val. Acc: 87.94%
Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.348 | Train Acc: 88.37%
	 Val. Loss: 0.356 |  Val. Acc: 88.94%
Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.347 | Train Acc: 88.66%
	 Val. Loss: 0.355 |  Val. Acc: 88.94%
Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.346 | Train Acc: 88.66%
	 Val. Loss: 0.354 |  Val. Acc: 88.94%
Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.346 | Train Acc: 88.66%
	 Val. Loss: 0.353 |  Val. Acc: 88.94%
Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.345 | Train Acc: 88.95%
	 Val. Loss: 0.353 |  Val. Acc: 88.94%
Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.344 | Train Acc: 88.95%
	 Val. Loss: 0.352 |  Val. Acc: 88.94%
Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.344 | Train Acc: 89.52%
	 Val. Loss: 0.351 |  Val. Acc: 88.94%
Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.343 | Train Acc: 89.52%
	 Val. Loss: 0.350 |  Val. Acc: 88.94%
Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.342 | Train Acc: 89.23%
	 Val. Loss: 0.350 |  Val. Acc: 88.94%
Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.342 | Train Acc: 88.79%
	 Val. Loss: 0.349 |  Val. Acc: 88.94%
Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.341 | Train Acc: 88.79%
	 Val. Loss: 0.348 |  Val. Acc: 88.94%
Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.341 | Train Acc: 88.79%
	 Val. Loss: 0.347 |  Val. Acc: 88.94%
Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.340 | Train Acc: 89.07%
	 Val. Loss: 0.347 |  Val. Acc: 88.94%
Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.339 | Train Acc: 89.07%
	 Val. Loss: 0.346 |  Val. Acc: 88.94%
Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.339 | Train Acc: 89.07%
	 Val. Loss: 0.345 |  Val. Acc: 88.94%
Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.338 | Train Acc: 89.07%
	 Val. Loss: 0.345 |  Val. Acc: 88.94%
Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.337 | Train Acc: 89.07%
	 Val. Loss: 0.344 |  Val. Acc: 88.94%
Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.337 | Train Acc: 89.07%
	 Val. Loss: 0.343 |  Val. Acc: 88.94%
Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.336 | Train Acc: 89.07%
	 Val. Loss: 0.342 |  Val. Acc: 88.94%
Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.335 | Train Acc: 89.07%
	 Val. Loss: 0.342 |  Val. Acc: 88.94%
Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.335 | Train Acc: 89.07%
	 Val. Loss: 0.341 |  Val. Acc: 88.94%
Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.334 | Train Acc: 89.07%
	 Val. Loss: 0.340 |  Val. Acc: 88.94%
Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.334 | Train Acc: 89.07%
	 Val. Loss: 0.339 |  Val. Acc: 88.94%
Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.333 | Train Acc: 89.07%
	 Val. Loss: 0.339 |  Val. Acc: 88.94%
Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.332 | Train Acc: 89.07%
	 Val. Loss: 0.338 |  Val. Acc: 88.94%
Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.332 | Train Acc: 89.07%
	 Val. Loss: 0.337 |  Val. Acc: 88.94%
Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.331 | Train Acc: 89.07%
	 Val. Loss: 0.337 |  Val. Acc: 88.94%
Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.330 | Train Acc: 89.07%
	 Val. Loss: 0.336 |  Val. Acc: 88.94%
Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.330 | Train Acc: 89.07%
	 Val. Loss: 0.335 |  Val. Acc: 88.94%
Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.329 | Train Acc: 89.07%
	 Val. Loss: 0.335 |  Val. Acc: 88.94%
Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.329 | Train Acc: 89.07%
	 Val. Loss: 0.334 |  Val. Acc: 88.94%
Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.328 | Train Acc: 89.07%
	 Val. Loss: 0.333 |  Val. Acc: 88.94%
Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.327 | Train Acc: 89.07%
	 Val. Loss: 0.333 |  Val. Acc: 88.94%
Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.327 | Train Acc: 89.07%
	 Val. Loss: 0.332 |  Val. Acc: 88.94%
Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.326 | Train Acc: 89.07%
	 Val. Loss: 0.331 |  Val. Acc: 88.94%
Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.326 | Train Acc: 89.07%
	 Val. Loss: 0.330 |  Val. Acc: 90.45%
Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.325 | Train Acc: 89.07%
	 Val. Loss: 0.330 |  Val. Acc: 90.45%
Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.324 | Train Acc: 89.07%
	 Val. Loss: 0.329 |  Val. Acc: 90.45%
Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.324 | Train Acc: 89.52%
	 Val. Loss: 0.328 |  Val. Acc: 90.45%
Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.323 | Train Acc: 89.80%
	 Val. Loss: 0.328 |  Val. Acc: 90.45%
Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.323 | Train Acc: 89.80%
	 Val. Loss: 0.327 |  Val. Acc: 90.45%
Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.322 | Train Acc: 90.09%
	 Val. Loss: 0.326 |  Val. Acc: 90.45%
Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.321 | Train Acc: 90.09%
	 Val. Loss: 0.326 |  Val. Acc: 90.45%
Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.321 | Train Acc: 90.37%
	 Val. Loss: 0.325 |  Val. Acc: 90.45%
Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.320 | Train Acc: 90.66%
	 Val. Loss: 0.324 |  Val. Acc: 90.45%
Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.320 | Train Acc: 90.66%
	 Val. Loss: 0.324 |  Val. Acc: 90.45%
Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.319 | Train Acc: 90.66%
	 Val. Loss: 0.323 |  Val. Acc: 90.45%
Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.318 | Train Acc: 90.66%
	 Val. Loss: 0.322 |  Val. Acc: 90.45%
Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.318 | Train Acc: 90.66%
	 Val. Loss: 0.322 |  Val. Acc: 90.45%
Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.317 | Train Acc: 90.66%
	 Val. Loss: 0.321 |  Val. Acc: 90.45%
Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.317 | Train Acc: 90.66%
	 Val. Loss: 0.321 |  Val. Acc: 90.45%
Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.316 | Train Acc: 90.66%
	 Val. Loss: 0.320 |  Val. Acc: 90.45%
Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.316 | Train Acc: 90.66%
	 Val. Loss: 0.319 |  Val. Acc: 90.45%
Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.315 | Train Acc: 90.66%
	 Val. Loss: 0.319 |  Val. Acc: 90.45%
Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.314 | Train Acc: 90.66%
	 Val. Loss: 0.318 |  Val. Acc: 90.45%
Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.314 | Train Acc: 90.66%
	 Val. Loss: 0.317 |  Val. Acc: 90.45%
Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.313 | Train Acc: 90.66%
	 Val. Loss: 0.317 |  Val. Acc: 90.45%
Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.313 | Train Acc: 90.66%
	 Val. Loss: 0.316 |  Val. Acc: 90.45%
Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.312 | Train Acc: 90.66%
	 Val. Loss: 0.315 |  Val. Acc: 90.45%
Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.312 | Train Acc: 90.66%
	 Val. Loss: 0.315 |  Val. Acc: 90.45%
Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.311 | Train Acc: 90.66%
	 Val. Loss: 0.314 |  Val. Acc: 90.45%
Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.310 | Train Acc: 90.66%
	 Val. Loss: 0.314 |  Val. Acc: 90.45%
Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.310 | Train Acc: 90.66%
	 Val. Loss: 0.313 |  Val. Acc: 90.45%
Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.309 | Train Acc: 90.66%
	 Val. Loss: 0.312 |  Val. Acc: 90.45%
Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.309 | Train Acc: 90.66%
	 Val. Loss: 0.312 |  Val. Acc: 90.45%
Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.308 | Train Acc: 90.66%
	 Val. Loss: 0.311 |  Val. Acc: 90.45%
Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.308 | Train Acc: 90.66%
	 Val. Loss: 0.311 |  Val. Acc: 90.45%
Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.307 | Train Acc: 90.66%
	 Val. Loss: 0.310 |  Val. Acc: 90.45%
Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.307 | Train Acc: 90.66%
	 Val. Loss: 0.309 |  Val. Acc: 90.45%
Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.306 | Train Acc: 90.66%
	 Val. Loss: 0.309 |  Val. Acc: 90.45%
Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.306 | Train Acc: 90.66%
	 Val. Loss: 0.308 |  Val. Acc: 90.45%
Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.305 | Train Acc: 90.66%
	 Val. Loss: 0.308 |  Val. Acc: 90.45%
Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.305 | Train Acc: 90.66%
	 Val. Loss: 0.307 |  Val. Acc: 90.45%
Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.304 | Train Acc: 90.66%
	 Val. Loss: 0.306 |  Val. Acc: 90.45%
Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.303 | Train Acc: 90.66%
	 Val. Loss: 0.306 |  Val. Acc: 90.45%
Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.303 | Train Acc: 90.66%
	 Val. Loss: 0.305 |  Val. Acc: 90.45%
Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.302 | Train Acc: 90.66%
	 Val. Loss: 0.305 |  Val. Acc: 90.45%
Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.302 | Train Acc: 90.66%
	 Val. Loss: 0.304 |  Val. Acc: 90.45%
Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.301 | Train Acc: 90.37%
	 Val. Loss: 0.304 |  Val. Acc: 90.45%
Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.301 | Train Acc: 90.37%
	 Val. Loss: 0.303 |  Val. Acc: 90.45%
Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.300 | Train Acc: 90.37%
	 Val. Loss: 0.302 |  Val. Acc: 90.45%
Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.300 | Train Acc: 90.37%
	 Val. Loss: 0.302 |  Val. Acc: 90.45%
Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.299 | Train Acc: 90.37%
	 Val. Loss: 0.301 |  Val. Acc: 90.45%
Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.299 | Train Acc: 90.37%
	 Val. Loss: 0.301 |  Val. Acc: 90.45%
Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.298 | Train Acc: 90.37%
	 Val. Loss: 0.300 |  Val. Acc: 90.45%
Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.298 | Train Acc: 90.37%
	 Val. Loss: 0.300 |  Val. Acc: 90.45%
Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.297 | Train Acc: 90.37%
	 Val. Loss: 0.299 |  Val. Acc: 90.45%
Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.297 | Train Acc: 90.37%
	 Val. Loss: 0.298 |  Val. Acc: 90.45%
Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.296 | Train Acc: 90.37%
	 Val. Loss: 0.298 |  Val. Acc: 90.45%
Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.296 | Train Acc: 90.37%
	 Val. Loss: 0.297 |  Val. Acc: 90.45%
Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.295 | Train Acc: 90.37%
	 Val. Loss: 0.297 |  Val. Acc: 90.45%
Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.295 | Train Acc: 90.37%
	 Val. Loss: 0.296 |  Val. Acc: 90.45%
Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.294 | Train Acc: 90.37%
	 Val. Loss: 0.296 |  Val. Acc: 90.45%
Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.294 | Train Acc: 90.37%
	 Val. Loss: 0.295 |  Val. Acc: 90.45%
Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.293 | Train Acc: 90.37%
	 Val. Loss: 0.295 |  Val. Acc: 90.45%
Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.293 | Train Acc: 90.37%
	 Val. Loss: 0.294 |  Val. Acc: 90.45%
Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.292 | Train Acc: 90.37%
	 Val. Loss: 0.294 |  Val. Acc: 90.45%
Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.292 | Train Acc: 90.37%
	 Val. Loss: 0.293 |  Val. Acc: 90.45%
Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.291 | Train Acc: 90.37%
	 Val. Loss: 0.293 |  Val. Acc: 90.45%
Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.291 | Train Acc: 90.37%
	 Val. Loss: 0.292 |  Val. Acc: 90.45%
Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.290 | Train Acc: 90.37%
	 Val. Loss: 0.291 |  Val. Acc: 90.45%
Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.290 | Train Acc: 90.37%
	 Val. Loss: 0.291 |  Val. Acc: 90.45%
Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.289 | Train Acc: 90.37%
	 Val. Loss: 0.290 |  Val. Acc: 90.45%
Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.289 | Train Acc: 90.37%
	 Val. Loss: 0.290 |  Val. Acc: 90.45%
Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.288 | Train Acc: 90.37%
	 Val. Loss: 0.289 |  Val. Acc: 89.45%
Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.288 | Train Acc: 90.37%
	 Val. Loss: 0.289 |  Val. Acc: 89.45%
Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.287 | Train Acc: 90.37%
	 Val. Loss: 0.288 |  Val. Acc: 89.45%
Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.287 | Train Acc: 90.37%
	 Val. Loss: 0.288 |  Val. Acc: 89.45%
Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.286 | Train Acc: 90.37%
	 Val. Loss: 0.287 |  Val. Acc: 89.45%
Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.286 | Train Acc: 90.37%
	 Val. Loss: 0.287 |  Val. Acc: 89.45%
Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.286 | Train Acc: 90.37%
	 Val. Loss: 0.286 |  Val. Acc: 89.45%
Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.285 | Train Acc: 90.37%
	 Val. Loss: 0.286 |  Val. Acc: 89.45%
Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.285 | Train Acc: 90.37%
	 Val. Loss: 0.285 |  Val. Acc: 89.45%
Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.284 | Train Acc: 90.37%
	 Val. Loss: 0.285 |  Val. Acc: 89.45%
Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.284 | Train Acc: 90.37%
	 Val. Loss: 0.284 |  Val. Acc: 89.45%
Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.283 | Train Acc: 90.37%
	 Val. Loss: 0.284 |  Val. Acc: 89.45%
Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.283 | Train Acc: 90.37%
	 Val. Loss: 0.283 |  Val. Acc: 89.45%
Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.282 | Train Acc: 90.37%
	 Val. Loss: 0.283 |  Val. Acc: 89.45%
Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.282 | Train Acc: 90.37%
	 Val. Loss: 0.282 |  Val. Acc: 89.45%
Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.281 | Train Acc: 90.37%
	 Val. Loss: 0.282 |  Val. Acc: 89.45%
Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.281 | Train Acc: 90.37%
	 Val. Loss: 0.282 |  Val. Acc: 89.45%
Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.281 | Train Acc: 90.37%
	 Val. Loss: 0.281 |  Val. Acc: 89.45%
Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.280 | Train Acc: 90.37%
	 Val. Loss: 0.281 |  Val. Acc: 89.45%
Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.280 | Train Acc: 90.37%
	 Val. Loss: 0.280 |  Val. Acc: 89.45%
Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.279 | Train Acc: 90.37%
	 Val. Loss: 0.280 |  Val. Acc: 89.45%
Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.279 | Train Acc: 90.37%
	 Val. Loss: 0.279 |  Val. Acc: 89.45%
Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.278 | Train Acc: 90.37%
	 Val. Loss: 0.279 |  Val. Acc: 89.45%
Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.278 | Train Acc: 90.37%
	 Val. Loss: 0.278 |  Val. Acc: 89.45%
Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.277 | Train Acc: 90.37%
	 Val. Loss: 0.278 |  Val. Acc: 89.45%
Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.277 | Train Acc: 90.37%
	 Val. Loss: 0.277 |  Val. Acc: 89.45%
Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.277 | Train Acc: 90.37%
	 Val. Loss: 0.277 |  Val. Acc: 89.45%
Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.276 | Train Acc: 90.37%
	 Val. Loss: 0.276 |  Val. Acc: 89.45%
Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.276 | Train Acc: 90.37%
	 Val. Loss: 0.276 |  Val. Acc: 89.45%
Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.275 | Train Acc: 90.37%
	 Val. Loss: 0.275 |  Val. Acc: 89.45%
Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.275 | Train Acc: 90.37%
	 Val. Loss: 0.275 |  Val. Acc: 89.45%
Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.274 | Train Acc: 90.37%
	 Val. Loss: 0.275 |  Val. Acc: 89.45%
Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.274 | Train Acc: 90.37%
	 Val. Loss: 0.274 |  Val. Acc: 89.45%
Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.274 | Train Acc: 90.37%
	 Val. Loss: 0.274 |  Val. Acc: 89.45%
Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.273 | Train Acc: 90.37%
	 Val. Loss: 0.273 |  Val. Acc: 89.45%
Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.273 | Train Acc: 90.66%
	 Val. Loss: 0.273 |  Val. Acc: 89.45%
Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.272 | Train Acc: 90.66%
	 Val. Loss: 0.272 |  Val. Acc: 89.45%
Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.272 | Train Acc: 90.66%
	 Val. Loss: 0.272 |  Val. Acc: 89.45%
Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.271 | Train Acc: 90.66%
	 Val. Loss: 0.272 |  Val. Acc: 89.45%
Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.271 | Train Acc: 90.66%
	 Val. Loss: 0.271 |  Val. Acc: 89.45%
Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.271 | Train Acc: 90.66%
	 Val. Loss: 0.271 |  Val. Acc: 89.45%
Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.270 | Train Acc: 90.66%
	 Val. Loss: 0.270 |  Val. Acc: 89.45%
Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.270 | Train Acc: 90.66%
	 Val. Loss: 0.270 |  Val. Acc: 89.45%
Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.269 | Train Acc: 90.66%
	 Val. Loss: 0.269 |  Val. Acc: 89.45%
Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.269 | Train Acc: 90.66%
	 Val. Loss: 0.269 |  Val. Acc: 89.45%
Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.269 | Train Acc: 90.66%
	 Val. Loss: 0.269 |  Val. Acc: 89.45%
Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.268 | Train Acc: 90.66%
	 Val. Loss: 0.268 |  Val. Acc: 89.45%
Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.268 | Train Acc: 90.66%
	 Val. Loss: 0.268 |  Val. Acc: 89.45%
Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.267 | Train Acc: 90.66%
	 Val. Loss: 0.267 |  Val. Acc: 89.45%
Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.267 | Train Acc: 90.66%
	 Val. Loss: 0.267 |  Val. Acc: 89.45%
Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.267 | Train Acc: 90.66%
	 Val. Loss: 0.266 |  Val. Acc: 89.45%
Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.266 | Train Acc: 90.66%
	 Val. Loss: 0.266 |  Val. Acc: 89.45%
Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.266 | Train Acc: 90.66%
	 Val. Loss: 0.266 |  Val. Acc: 89.45%
Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.265 | Train Acc: 90.66%
	 Val. Loss: 0.265 |  Val. Acc: 89.45%
Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.265 | Train Acc: 90.66%
	 Val. Loss: 0.265 |  Val. Acc: 89.45%
Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.265 | Train Acc: 90.66%
	 Val. Loss: 0.264 |  Val. Acc: 89.45%
Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.264 | Train Acc: 90.66%
	 Val. Loss: 0.264 |  Val. Acc: 89.45%
Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.264 | Train Acc: 90.66%
	 Val. Loss: 0.264 |  Val. Acc: 89.45%
Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.263 | Train Acc: 90.66%
	 Val. Loss: 0.263 |  Val. Acc: 89.45%
Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.263 | Train Acc: 90.66%
	 Val. Loss: 0.263 |  Val. Acc: 89.45%
Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.263 | Train Acc: 90.66%
	 Val. Loss: 0.262 |  Val. Acc: 89.45%
Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.262 | Train Acc: 90.66%
	 Val. Loss: 0.262 |  Val. Acc: 89.45%
Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.262 | Train Acc: 90.66%
	 Val. Loss: 0.262 |  Val. Acc: 89.45%
Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.262 | Train Acc: 90.66%
	 Val. Loss: 0.261 |  Val. Acc: 89.45%
Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.261 | Train Acc: 90.66%
	 Val. Loss: 0.261 |  Val. Acc: 89.45%
Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.261 | Train Acc: 90.66%
	 Val. Loss: 0.261 |  Val. Acc: 89.45%
Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.260 | Train Acc: 90.66%
	 Val. Loss: 0.260 |  Val. Acc: 89.45%
Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.260 | Train Acc: 90.66%
	 Val. Loss: 0.260 |  Val. Acc: 89.45%
Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.260 | Train Acc: 90.66%
	 Val. Loss: 0.259 |  Val. Acc: 89.45%
Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.259 | Train Acc: 90.66%
	 Val. Loss: 0.259 |  Val. Acc: 89.45%
Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.259 | Train Acc: 90.66%
	 Val. Loss: 0.259 |  Val. Acc: 89.45%
Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.259 | Train Acc: 90.66%
	 Val. Loss: 0.258 |  Val. Acc: 89.45%
Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.258 | Train Acc: 90.66%
	 Val. Loss: 0.258 |  Val. Acc: 89.45%
Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.258 | Train Acc: 90.66%
	 Val. Loss: 0.258 |  Val. Acc: 91.97%
Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.257 | Train Acc: 90.66%
	 Val. Loss: 0.257 |  Val. Acc: 91.97%
Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.257 | Train Acc: 90.66%
	 Val. Loss: 0.257 |  Val. Acc: 91.97%
Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.257 | Train Acc: 90.66%
	 Val. Loss: 0.256 |  Val. Acc: 91.97%
Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.256 | Train Acc: 90.66%
	 Val. Loss: 0.256 |  Val. Acc: 91.97%
Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.256 | Train Acc: 90.95%
	 Val. Loss: 0.256 |  Val. Acc: 91.97%
Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.256 | Train Acc: 91.80%
	 Val. Loss: 0.255 |  Val. Acc: 91.97%
Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.255 | Train Acc: 91.80%
	 Val. Loss: 0.255 |  Val. Acc: 91.97%
Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.255 | Train Acc: 91.80%
	 Val. Loss: 0.255 |  Val. Acc: 91.97%
Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.255 | Train Acc: 91.80%
	 Val. Loss: 0.254 |  Val. Acc: 91.97%
Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.254 | Train Acc: 91.80%
	 Val. Loss: 0.254 |  Val. Acc: 91.97%
Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.254 | Train Acc: 91.80%
	 Val. Loss: 0.254 |  Val. Acc: 91.97%
Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.254 | Train Acc: 91.80%
	 Val. Loss: 0.253 |  Val. Acc: 91.97%
Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.253 | Train Acc: 91.80%
	 Val. Loss: 0.253 |  Val. Acc: 91.97%
Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.253 | Train Acc: 91.80%
	 Val. Loss: 0.253 |  Val. Acc: 91.97%
Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.252 | Train Acc: 91.80%
	 Val. Loss: 0.252 |  Val. Acc: 91.97%
Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.252 | Train Acc: 91.80%
	 Val. Loss: 0.252 |  Val. Acc: 91.97%
Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.252 | Train Acc: 91.80%
	 Val. Loss: 0.251 |  Val. Acc: 91.97%
Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.251 | Train Acc: 91.80%
	 Val. Loss: 0.251 |  Val. Acc: 91.97%
Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.251 | Train Acc: 91.80%
	 Val. Loss: 0.251 |  Val. Acc: 91.97%
Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.251 | Train Acc: 91.80%
	 Val. Loss: 0.250 |  Val. Acc: 91.97%
Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.250 | Train Acc: 91.80%
	 Val. Loss: 0.250 |  Val. Acc: 91.97%
Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.250 | Train Acc: 91.80%
	 Val. Loss: 0.250 |  Val. Acc: 91.97%
Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.250 | Train Acc: 91.80%
	 Val. Loss: 0.249 |  Val. Acc: 91.97%
Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.249 | Train Acc: 91.80%
	 Val. Loss: 0.249 |  Val. Acc: 91.97%
Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.249 | Train Acc: 91.80%
	 Val. Loss: 0.249 |  Val. Acc: 91.97%
Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.249 | Train Acc: 91.80%
	 Val. Loss: 0.248 |  Val. Acc: 91.97%
Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.248 | Train Acc: 91.80%
	 Val. Loss: 0.248 |  Val. Acc: 91.97%
Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.248 | Train Acc: 91.80%
	 Val. Loss: 0.248 |  Val. Acc: 91.97%
Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.248 | Train Acc: 91.80%
	 Val. Loss: 0.247 |  Val. Acc: 91.97%
Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.247 | Train Acc: 91.80%
	 Val. Loss: 0.247 |  Val. Acc: 91.97%
Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.247 | Train Acc: 91.80%
	 Val. Loss: 0.247 |  Val. Acc: 91.97%
Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.247 | Train Acc: 91.80%
	 Val. Loss: 0.247 |  Val. Acc: 91.97%
Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.246 | Train Acc: 91.80%
	 Val. Loss: 0.246 |  Val. Acc: 91.97%
Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.246 | Train Acc: 91.80%
	 Val. Loss: 0.246 |  Val. Acc: 91.97%
Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.246 | Train Acc: 91.80%
	 Val. Loss: 0.246 |  Val. Acc: 91.97%
Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.245 | Train Acc: 91.80%
	 Val. Loss: 0.245 |  Val. Acc: 91.97%
Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.245 | Train Acc: 91.80%
	 Val. Loss: 0.245 |  Val. Acc: 91.97%
Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.245 | Train Acc: 91.80%
	 Val. Loss: 0.245 |  Val. Acc: 91.97%
Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.244 | Train Acc: 91.80%
	 Val. Loss: 0.244 |  Val. Acc: 91.97%
Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.244 | Train Acc: 91.80%
	 Val. Loss: 0.244 |  Val. Acc: 91.97%
Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.244 | Train Acc: 91.80%
	 Val. Loss: 0.244 |  Val. Acc: 91.97%
Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.244 | Train Acc: 91.80%
	 Val. Loss: 0.243 |  Val. Acc: 91.97%
Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.243 | Train Acc: 91.80%
	 Val. Loss: 0.243 |  Val. Acc: 91.97%
Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.243 | Train Acc: 91.80%
	 Val. Loss: 0.243 |  Val. Acc: 91.97%
Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.243 | Train Acc: 91.80%
	 Val. Loss: 0.243 |  Val. Acc: 91.97%
Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.242 | Train Acc: 91.80%
	 Val. Loss: 0.242 |  Val. Acc: 91.97%
Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.242 | Train Acc: 91.80%
	 Val. Loss: 0.242 |  Val. Acc: 91.97%
Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.242 | Train Acc: 91.80%
	 Val. Loss: 0.242 |  Val. Acc: 91.97%
Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.241 | Train Acc: 91.80%
	 Val. Loss: 0.241 |  Val. Acc: 91.97%
Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.241 | Train Acc: 91.80%
	 Val. Loss: 0.241 |  Val. Acc: 91.97%
Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.241 | Train Acc: 91.80%
	 Val. Loss: 0.241 |  Val. Acc: 91.97%
Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.240 | Train Acc: 91.80%
	 Val. Loss: 0.240 |  Val. Acc: 91.97%
Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.240 | Train Acc: 91.80%
	 Val. Loss: 0.240 |  Val. Acc: 91.97%
Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.240 | Train Acc: 91.80%
	 Val. Loss: 0.240 |  Val. Acc: 91.97%
Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.240 | Train Acc: 91.80%
	 Val. Loss: 0.240 |  Val. Acc: 91.97%
Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.239 | Train Acc: 91.80%
	 Val. Loss: 0.239 |  Val. Acc: 91.97%
Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.239 | Train Acc: 91.80%
	 Val. Loss: 0.239 |  Val. Acc: 91.97%
Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.239 | Train Acc: 91.80%
	 Val. Loss: 0.239 |  Val. Acc: 91.97%
Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.238 | Train Acc: 91.80%
	 Val. Loss: 0.238 |  Val. Acc: 91.97%
Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.238 | Train Acc: 91.80%
	 Val. Loss: 0.238 |  Val. Acc: 91.97%
Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.238 | Train Acc: 91.80%
	 Val. Loss: 0.238 |  Val. Acc: 91.97%
Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.237 | Train Acc: 91.80%
	 Val. Loss: 0.238 |  Val. Acc: 91.97%
Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.237 | Train Acc: 91.80%
	 Val. Loss: 0.237 |  Val. Acc: 91.97%
Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.237 | Train Acc: 91.80%
	 Val. Loss: 0.237 |  Val. Acc: 91.97%
Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.237 | Train Acc: 91.80%
	 Val. Loss: 0.237 |  Val. Acc: 91.97%
Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.236 | Train Acc: 91.80%
	 Val. Loss: 0.236 |  Val. Acc: 91.97%
Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.236 | Train Acc: 91.80%
	 Val. Loss: 0.236 |  Val. Acc: 91.97%
Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.236 | Train Acc: 91.80%
	 Val. Loss: 0.236 |  Val. Acc: 91.97%
Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 91.80%
	 Val. Loss: 0.236 |  Val. Acc: 91.97%
Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 91.80%
	 Val. Loss: 0.235 |  Val. Acc: 91.97%
Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 91.80%
	 Val. Loss: 0.235 |  Val. Acc: 91.97%
Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 91.80%
	 Val. Loss: 0.235 |  Val. Acc: 91.97%
Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.234 | Train Acc: 91.80%
	 Val. Loss: 0.235 |  Val. Acc: 91.97%
Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.234 | Train Acc: 91.80%
	 Val. Loss: 0.234 |  Val. Acc: 91.97%
Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.234 | Train Acc: 91.80%
	 Val. Loss: 0.234 |  Val. Acc: 91.97%
Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.233 | Train Acc: 91.80%
	 Val. Loss: 0.234 |  Val. Acc: 91.97%
Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.233 | Train Acc: 91.80%
	 Val. Loss: 0.234 |  Val. Acc: 91.97%
Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.233 | Train Acc: 91.80%
	 Val. Loss: 0.233 |  Val. Acc: 91.97%
Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.233 | Train Acc: 91.80%
	 Val. Loss: 0.233 |  Val. Acc: 91.97%
Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.232 | Train Acc: 91.80%
	 Val. Loss: 0.233 |  Val. Acc: 91.97%
Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.232 | Train Acc: 91.80%
	 Val. Loss: 0.233 |  Val. Acc: 91.97%
Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.232 | Train Acc: 91.80%
	 Val. Loss: 0.232 |  Val. Acc: 91.97%
Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.231 | Train Acc: 91.80%
	 Val. Loss: 0.232 |  Val. Acc: 91.97%
Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.231 | Train Acc: 91.80%
	 Val. Loss: 0.232 |  Val. Acc: 91.97%
Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.231 | Train Acc: 91.80%
	 Val. Loss: 0.232 |  Val. Acc: 91.97%
Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.231 | Train Acc: 91.80%
	 Val. Loss: 0.231 |  Val. Acc: 91.97%
Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 91.80%
	 Val. Loss: 0.231 |  Val. Acc: 91.97%
Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 91.80%
	 Val. Loss: 0.231 |  Val. Acc: 91.97%
Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 91.80%
	 Val. Loss: 0.231 |  Val. Acc: 91.97%
Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 91.80%
	 Val. Loss: 0.230 |  Val. Acc: 91.97%
Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.229 | Train Acc: 91.80%
	 Val. Loss: 0.230 |  Val. Acc: 91.97%
Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.229 | Train Acc: 91.80%
	 Val. Loss: 0.230 |  Val. Acc: 91.97%
Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.229 | Train Acc: 91.80%
	 Val. Loss: 0.230 |  Val. Acc: 91.97%
Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.229 | Train Acc: 91.80%
	 Val. Loss: 0.229 |  Val. Acc: 91.97%
Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.228 | Train Acc: 91.80%
	 Val. Loss: 0.229 |  Val. Acc: 91.97%
Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.228 | Train Acc: 91.80%
	 Val. Loss: 0.229 |  Val. Acc: 91.97%
Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.228 | Train Acc: 91.80%
	 Val. Loss: 0.229 |  Val. Acc: 91.97%
Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 91.80%
	 Val. Loss: 0.228 |  Val. Acc: 91.97%
Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 91.80%
	 Val. Loss: 0.228 |  Val. Acc: 91.97%
Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 91.80%
	 Val. Loss: 0.228 |  Val. Acc: 91.97%
Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.227 | Train Acc: 91.80%
	 Val. Loss: 0.228 |  Val. Acc: 91.97%
Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 91.80%
	 Val. Loss: 0.227 |  Val. Acc: 91.97%
Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 91.80%
	 Val. Loss: 0.227 |  Val. Acc: 91.97%
Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 91.80%
	 Val. Loss: 0.227 |  Val. Acc: 91.97%
Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 91.80%
	 Val. Loss: 0.227 |  Val. Acc: 91.97%
Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.225 | Train Acc: 91.80%
	 Val. Loss: 0.226 |  Val. Acc: 91.97%
Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.225 | Train Acc: 91.80%
	 Val. Loss: 0.226 |  Val. Acc: 91.97%
Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.225 | Train Acc: 91.80%
	 Val. Loss: 0.226 |  Val. Acc: 91.97%
Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.225 | Train Acc: 91.80%
	 Val. Loss: 0.226 |  Val. Acc: 91.97%
Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.224 | Train Acc: 91.80%
	 Val. Loss: 0.226 |  Val. Acc: 91.97%
Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.224 | Train Acc: 91.80%
	 Val. Loss: 0.225 |  Val. Acc: 91.97%
Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.224 | Train Acc: 91.80%
	 Val. Loss: 0.225 |  Val. Acc: 91.97%
Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.224 | Train Acc: 91.80%
	 Val. Loss: 0.225 |  Val. Acc: 91.97%
Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 91.80%
	 Val. Loss: 0.225 |  Val. Acc: 91.97%
Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 91.80%
	 Val. Loss: 0.224 |  Val. Acc: 91.97%
Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 91.80%
	 Val. Loss: 0.224 |  Val. Acc: 91.97%
Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.223 | Train Acc: 91.80%
	 Val. Loss: 0.224 |  Val. Acc: 91.97%
Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.222 | Train Acc: 91.80%
	 Val. Loss: 0.224 |  Val. Acc: 91.97%
Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.222 | Train Acc: 91.80%
	 Val. Loss: 0.224 |  Val. Acc: 91.97%
Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.222 | Train Acc: 91.80%
	 Val. Loss: 0.223 |  Val. Acc: 91.97%
Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.222 | Train Acc: 91.80%
	 Val. Loss: 0.223 |  Val. Acc: 91.97%
Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 91.80%
	 Val. Loss: 0.223 |  Val. Acc: 91.97%
Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 91.80%
	 Val. Loss: 0.223 |  Val. Acc: 91.97%
Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 91.80%
	 Val. Loss: 0.223 |  Val. Acc: 91.97%
Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 91.80%
	 Val. Loss: 0.222 |  Val. Acc: 91.97%
Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 91.80%
	 Val. Loss: 0.222 |  Val. Acc: 91.97%
Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 91.80%
	 Val. Loss: 0.222 |  Val. Acc: 91.97%
Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 91.80%
	 Val. Loss: 0.222 |  Val. Acc: 91.97%
Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 91.80%
	 Val. Loss: 0.221 |  Val. Acc: 91.97%
Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.220 | Train Acc: 91.80%
	 Val. Loss: 0.221 |  Val. Acc: 91.97%
Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.219 | Train Acc: 91.80%
	 Val. Loss: 0.221 |  Val. Acc: 91.97%
Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.219 | Train Acc: 91.80%
	 Val. Loss: 0.221 |  Val. Acc: 91.97%
Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.219 | Train Acc: 91.80%
	 Val. Loss: 0.221 |  Val. Acc: 91.97%
Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.219 | Train Acc: 91.80%
	 Val. Loss: 0.220 |  Val. Acc: 91.97%
Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.218 | Train Acc: 91.80%
	 Val. Loss: 0.220 |  Val. Acc: 91.97%
Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.218 | Train Acc: 91.80%
	 Val. Loss: 0.220 |  Val. Acc: 91.97%
Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.218 | Train Acc: 91.80%
	 Val. Loss: 0.220 |  Val. Acc: 91.97%
Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.218 | Train Acc: 91.80%
	 Val. Loss: 0.220 |  Val. Acc: 91.97%
Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 91.80%
	 Val. Loss: 0.219 |  Val. Acc: 91.97%
Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 91.80%
	 Val. Loss: 0.219 |  Val. Acc: 91.97%
Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 91.80%
	 Val. Loss: 0.219 |  Val. Acc: 91.97%
Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 91.80%
	 Val. Loss: 0.219 |  Val. Acc: 91.97%
Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 91.80%
	 Val. Loss: 0.219 |  Val. Acc: 91.97%
Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.216 | Train Acc: 91.80%
	 Val. Loss: 0.218 |  Val. Acc: 91.97%
Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.216 | Train Acc: 91.80%
	 Val. Loss: 0.218 |  Val. Acc: 91.97%
Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.216 | Train Acc: 91.80%
	 Val. Loss: 0.218 |  Val. Acc: 91.97%
Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.216 | Train Acc: 91.80%
	 Val. Loss: 0.218 |  Val. Acc: 91.97%
Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 91.80%
	 Val. Loss: 0.218 |  Val. Acc: 91.97%
Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 91.80%
	 Val. Loss: 0.217 |  Val. Acc: 91.97%
Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 91.80%
	 Val. Loss: 0.217 |  Val. Acc: 91.97%
Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 91.80%
	 Val. Loss: 0.217 |  Val. Acc: 91.97%
Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.215 | Train Acc: 91.80%
	 Val. Loss: 0.217 |  Val. Acc: 91.97%
Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 91.80%
	 Val. Loss: 0.217 |  Val. Acc: 91.97%
Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 91.80%
	 Val. Loss: 0.217 |  Val. Acc: 91.97%
Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 91.80%
	 Val. Loss: 0.216 |  Val. Acc: 91.97%
Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.214 | Train Acc: 91.80%
	 Val. Loss: 0.216 |  Val. Acc: 91.97%
Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 91.80%
	 Val. Loss: 0.216 |  Val. Acc: 91.97%
Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 91.80%
	 Val. Loss: 0.216 |  Val. Acc: 91.97%
Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 91.80%
	 Val. Loss: 0.216 |  Val. Acc: 91.97%
Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 91.80%
	 Val. Loss: 0.215 |  Val. Acc: 91.97%
Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 91.80%
	 Val. Loss: 0.215 |  Val. Acc: 91.97%
Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 91.80%
	 Val. Loss: 0.215 |  Val. Acc: 91.97%
Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 91.80%
	 Val. Loss: 0.215 |  Val. Acc: 91.97%
Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 91.80%
	 Val. Loss: 0.215 |  Val. Acc: 91.97%
Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.212 | Train Acc: 91.80%
	 Val. Loss: 0.215 |  Val. Acc: 91.97%
Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 91.80%
	 Val. Loss: 0.214 |  Val. Acc: 91.97%
Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 91.80%
	 Val. Loss: 0.214 |  Val. Acc: 91.97%
Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 91.80%
	 Val. Loss: 0.214 |  Val. Acc: 91.97%
Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 91.80%
	 Val. Loss: 0.214 |  Val. Acc: 91.97%
Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.211 | Train Acc: 91.80%
	 Val. Loss: 0.214 |  Val. Acc: 91.97%
Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 91.80%
	 Val. Loss: 0.213 |  Val. Acc: 91.97%
Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 91.80%
	 Val. Loss: 0.213 |  Val. Acc: 91.97%
Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 91.80%
	 Val. Loss: 0.213 |  Val. Acc: 91.97%
Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 91.80%
	 Val. Loss: 0.213 |  Val. Acc: 91.97%
Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.210 | Train Acc: 91.80%
	 Val. Loss: 0.213 |  Val. Acc: 91.97%
Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 91.80%
	 Val. Loss: 0.213 |  Val. Acc: 91.97%
Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 91.80%
	 Val. Loss: 0.212 |  Val. Acc: 91.97%
Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 91.80%
	 Val. Loss: 0.212 |  Val. Acc: 91.97%
Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 91.80%
	 Val. Loss: 0.212 |  Val. Acc: 91.97%
Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 91.80%
	 Val. Loss: 0.212 |  Val. Acc: 91.97%
Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 91.80%
	 Val. Loss: 0.212 |  Val. Acc: 91.97%
Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 91.80%
	 Val. Loss: 0.212 |  Val. Acc: 91.97%
Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 91.80%
	 Val. Loss: 0.211 |  Val. Acc: 91.97%
Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 91.80%
	 Val. Loss: 0.211 |  Val. Acc: 91.97%
Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 91.80%
	 Val. Loss: 0.211 |  Val. Acc: 91.97%
Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 91.80%
	 Val. Loss: 0.211 |  Val. Acc: 91.97%
Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 91.80%
	 Val. Loss: 0.211 |  Val. Acc: 91.97%
Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 91.80%
	 Val. Loss: 0.211 |  Val. Acc: 91.97%
Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.207 | Train Acc: 91.80%
	 Val. Loss: 0.210 |  Val. Acc: 91.97%
Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 91.80%
	 Val. Loss: 0.210 |  Val. Acc: 91.97%
Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 91.80%
	 Val. Loss: 0.210 |  Val. Acc: 91.97%
Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 92.25%
	 Val. Loss: 0.210 |  Val. Acc: 92.97%
Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 92.25%
	 Val. Loss: 0.210 |  Val. Acc: 92.97%
Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 92.25%
	 Val. Loss: 0.210 |  Val. Acc: 92.97%
Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.206 | Train Acc: 92.25%
	 Val. Loss: 0.209 |  Val. Acc: 92.97%
Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 92.25%
	 Val. Loss: 0.209 |  Val. Acc: 92.97%
Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 92.25%
	 Val. Loss: 0.209 |  Val. Acc: 92.97%
Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 92.25%
	 Val. Loss: 0.209 |  Val. Acc: 92.97%
Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 92.25%
	 Val. Loss: 0.209 |  Val. Acc: 92.97%
Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 92.25%
	 Val. Loss: 0.209 |  Val. Acc: 92.97%
Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.204 | Train Acc: 92.54%
	 Val. Loss: 0.209 |  Val. Acc: 92.97%
Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.204 | Train Acc: 92.54%
	 Val. Loss: 0.208 |  Val. Acc: 92.97%
Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.204 | Train Acc: 92.54%
	 Val. Loss: 0.208 |  Val. Acc: 92.97%
Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.204 | Train Acc: 92.54%
	 Val. Loss: 0.208 |  Val. Acc: 92.97%

Test Loss: 0.167 | Test Acc: 94.67%

              precision    recall  f1-score   support

           0       0.92      0.88      0.90        41
           1       0.92      0.95      0.94        63

    accuracy                           0.92       104
   macro avg       0.92      0.92      0.92       104
weighted avg       0.92      0.92      0.92       104

Tiempo total de entrenamiento: 0 mins, 20 segundos

En este caso se tien un batch_size más grande que en la parte 1, por lo que es mucho más rápido el entrenamiento, pero la función de costos decrece más lento y tiene menor accuracy en el conjunto de test. En general es un buen resultado, pero no hay que tener en cuenta que esto depende de cada problema.

model5 = MLP(INPUT_DIM, OUTPUT_DIM)
model5, res5 = entrenar_red("Modelo5",model5, lr, n_epocas,shuffle = False, MINI_BATCH = len(train_dataset))

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.626 | Train Acc: 0.00%
	 Val. Loss: 4.624 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.625 | Train Acc: 0.00%
	 Val. Loss: 4.623 |  Val. Acc: 0.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.624 | Train Acc: 0.00%
	 Val. Loss: 4.622 |  Val. Acc: 0.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.623 | Train Acc: 0.00%
	 Val. Loss: 4.621 |  Val. Acc: 0.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.622 | Train Acc: 0.00%
	 Val. Loss: 4.619 |  Val. Acc: 0.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.620 | Train Acc: 0.00%
	 Val. Loss: 4.618 |  Val. Acc: 0.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.619 | Train Acc: 0.00%
	 Val. Loss: 4.617 |  Val. Acc: 0.00%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.618 | Train Acc: 0.00%
	 Val. Loss: 4.616 |  Val. Acc: 0.00%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.617 | Train Acc: 0.00%
	 Val. Loss: 4.615 |  Val. Acc: 0.00%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.616 | Train Acc: 0.00%
	 Val. Loss: 4.614 |  Val. Acc: 0.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.614 | Train Acc: 0.00%
	 Val. Loss: 4.613 |  Val. Acc: 0.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.613 | Train Acc: 0.00%
	 Val. Loss: 4.612 |  Val. Acc: 0.00%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.612 | Train Acc: 0.00%
	 Val. Loss: 4.610 |  Val. Acc: 0.00%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.611 | Train Acc: 0.00%
	 Val. Loss: 4.609 |  Val. Acc: 0.00%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.610 | Train Acc: 0.00%
	 Val. Loss: 4.608 |  Val. Acc: 0.00%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.608 | Train Acc: 0.00%
	 Val. Loss: 4.607 |  Val. Acc: 0.00%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.607 | Train Acc: 0.00%
	 Val. Loss: 4.606 |  Val. Acc: 0.00%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.606 | Train Acc: 0.00%
	 Val. Loss: 4.605 |  Val. Acc: 0.00%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.605 | Train Acc: 0.00%
	 Val. Loss: 4.604 |  Val. Acc: 0.00%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.604 | Train Acc: 0.00%
	 Val. Loss: 4.602 |  Val. Acc: 0.00%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.602 | Train Acc: 0.00%
	 Val. Loss: 4.601 |  Val. Acc: 0.00%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.601 | Train Acc: 0.00%
	 Val. Loss: 4.600 |  Val. Acc: 0.00%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.600 | Train Acc: 0.00%
	 Val. Loss: 4.599 |  Val. Acc: 0.00%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.599 | Train Acc: 0.00%
	 Val. Loss: 4.598 |  Val. Acc: 0.00%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.598 | Train Acc: 0.00%
	 Val. Loss: 4.597 |  Val. Acc: 0.00%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.596 | Train Acc: 0.00%
	 Val. Loss: 4.596 |  Val. Acc: 0.00%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.595 | Train Acc: 0.00%
	 Val. Loss: 4.595 |  Val. Acc: 0.00%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.594 | Train Acc: 0.00%
	 Val. Loss: 4.593 |  Val. Acc: 0.00%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.593 | Train Acc: 0.00%
	 Val. Loss: 4.592 |  Val. Acc: 0.00%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.592 | Train Acc: 0.00%
	 Val. Loss: 4.591 |  Val. Acc: 0.00%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.590 | Train Acc: 0.00%
	 Val. Loss: 4.590 |  Val. Acc: 0.00%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.589 | Train Acc: 0.00%
	 Val. Loss: 4.589 |  Val. Acc: 0.00%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.588 | Train Acc: 0.00%
	 Val. Loss: 4.588 |  Val. Acc: 0.00%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.587 | Train Acc: 0.00%
	 Val. Loss: 4.587 |  Val. Acc: 0.00%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.586 | Train Acc: 0.00%
	 Val. Loss: 4.585 |  Val. Acc: 0.00%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.584 | Train Acc: 0.00%
	 Val. Loss: 4.584 |  Val. Acc: 0.00%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.583 | Train Acc: 0.00%
	 Val. Loss: 4.583 |  Val. Acc: 0.00%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.582 | Train Acc: 0.00%
	 Val. Loss: 4.582 |  Val. Acc: 0.00%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.581 | Train Acc: 0.00%
	 Val. Loss: 4.581 |  Val. Acc: 0.00%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.580 | Train Acc: 0.00%
	 Val. Loss: 4.580 |  Val. Acc: 0.00%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.578 | Train Acc: 0.00%
	 Val. Loss: 4.579 |  Val. Acc: 0.00%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.577 | Train Acc: 0.00%
	 Val. Loss: 4.577 |  Val. Acc: 0.00%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.576 | Train Acc: 0.00%
	 Val. Loss: 4.576 |  Val. Acc: 0.00%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.575 | Train Acc: 0.00%
	 Val. Loss: 4.575 |  Val. Acc: 0.00%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.574 |  Val. Acc: 0.00%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.554 | Train Acc: 0.00%
	 Val. Loss: 4.556 |  Val. Acc: 0.00%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.553 | Train Acc: 0.00%
	 Val. Loss: 4.555 |  Val. Acc: 0.00%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.552 | Train Acc: 0.00%
	 Val. Loss: 4.553 |  Val. Acc: 0.00%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.550 | Train Acc: 0.00%
	 Val. Loss: 4.552 |  Val. Acc: 0.00%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.549 | Train Acc: 0.00%
	 Val. Loss: 4.551 |  Val. Acc: 0.00%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.548 | Train Acc: 0.00%
	 Val. Loss: 4.550 |  Val. Acc: 0.00%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.547 | Train Acc: 0.00%
	 Val. Loss: 4.549 |  Val. Acc: 0.00%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.546 | Train Acc: 0.00%
	 Val. Loss: 4.548 |  Val. Acc: 0.00%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.544 | Train Acc: 0.00%
	 Val. Loss: 4.547 |  Val. Acc: 0.00%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.543 | Train Acc: 0.00%
	 Val. Loss: 4.545 |  Val. Acc: 0.00%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.542 | Train Acc: 0.00%
	 Val. Loss: 4.544 |  Val. Acc: 0.00%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.541 | Train Acc: 0.00%
	 Val. Loss: 4.543 |  Val. Acc: 0.00%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.539 | Train Acc: 0.00%
	 Val. Loss: 4.542 |  Val. Acc: 0.00%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.538 | Train Acc: 0.00%
	 Val. Loss: 4.541 |  Val. Acc: 0.00%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.537 | Train Acc: 0.00%
	 Val. Loss: 4.540 |  Val. Acc: 0.00%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.536 | Train Acc: 0.00%
	 Val. Loss: 4.538 |  Val. Acc: 0.00%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.535 | Train Acc: 0.00%
	 Val. Loss: 4.537 |  Val. Acc: 0.00%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.533 | Train Acc: 0.00%
	 Val. Loss: 4.536 |  Val. Acc: 1.20%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.532 | Train Acc: 0.30%
	 Val. Loss: 4.535 |  Val. Acc: 2.41%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.531 | Train Acc: 0.90%
	 Val. Loss: 4.534 |  Val. Acc: 2.41%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.530 | Train Acc: 0.90%
	 Val. Loss: 4.533 |  Val. Acc: 2.41%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.528 | Train Acc: 0.90%
	 Val. Loss: 4.531 |  Val. Acc: 2.41%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.527 | Train Acc: 0.90%
	 Val. Loss: 4.530 |  Val. Acc: 8.43%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.526 | Train Acc: 2.71%
	 Val. Loss: 4.529 |  Val. Acc: 8.43%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.525 | Train Acc: 2.71%
	 Val. Loss: 4.528 |  Val. Acc: 8.43%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.523 | Train Acc: 2.71%
	 Val. Loss: 4.527 |  Val. Acc: 8.43%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.522 | Train Acc: 3.61%
	 Val. Loss: 4.526 |  Val. Acc: 10.84%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.521 | Train Acc: 6.63%
	 Val. Loss: 4.524 |  Val. Acc: 12.05%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.520 | Train Acc: 7.83%
	 Val. Loss: 4.523 |  Val. Acc: 16.87%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.518 | Train Acc: 10.24%
	 Val. Loss: 4.522 |  Val. Acc: 22.89%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.517 | Train Acc: 11.45%
	 Val. Loss: 4.521 |  Val. Acc: 26.51%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.516 | Train Acc: 12.95%
	 Val. Loss: 4.520 |  Val. Acc: 26.51%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.515 | Train Acc: 14.76%
	 Val. Loss: 4.518 |  Val. Acc: 26.51%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.513 | Train Acc: 17.17%
	 Val. Loss: 4.517 |  Val. Acc: 26.51%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.512 | Train Acc: 18.98%
	 Val. Loss: 4.516 |  Val. Acc: 30.12%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.511 | Train Acc: 22.59%
	 Val. Loss: 4.515 |  Val. Acc: 33.73%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.510 | Train Acc: 29.22%
	 Val. Loss: 4.514 |  Val. Acc: 33.73%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.508 | Train Acc: 31.33%
	 Val. Loss: 4.512 |  Val. Acc: 39.76%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.507 | Train Acc: 33.73%
	 Val. Loss: 4.511 |  Val. Acc: 42.17%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.506 | Train Acc: 35.54%
	 Val. Loss: 4.510 |  Val. Acc: 43.37%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.505 | Train Acc: 37.05%
	 Val. Loss: 4.509 |  Val. Acc: 45.78%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.503 | Train Acc: 40.06%
	 Val. Loss: 4.508 |  Val. Acc: 46.99%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.502 | Train Acc: 41.87%
	 Val. Loss: 4.507 |  Val. Acc: 46.99%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.501 | Train Acc: 43.98%
	 Val. Loss: 4.505 |  Val. Acc: 48.19%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.500 | Train Acc: 46.39%
	 Val. Loss: 4.504 |  Val. Acc: 49.40%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.498 | Train Acc: 47.59%
	 Val. Loss: 4.503 |  Val. Acc: 49.40%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.497 | Train Acc: 48.80%
	 Val. Loss: 4.502 |  Val. Acc: 49.40%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.496 | Train Acc: 52.41%
	 Val. Loss: 4.501 |  Val. Acc: 49.40%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.494 | Train Acc: 53.92%
	 Val. Loss: 4.499 |  Val. Acc: 50.60%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.493 | Train Acc: 55.12%
	 Val. Loss: 4.498 |  Val. Acc: 53.01%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.492 | Train Acc: 55.72%
	 Val. Loss: 4.497 |  Val. Acc: 53.01%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.491 | Train Acc: 56.33%
	 Val. Loss: 4.496 |  Val. Acc: 53.01%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.489 | Train Acc: 57.53%
	 Val. Loss: 4.494 |  Val. Acc: 55.42%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.488 | Train Acc: 58.43%
	 Val. Loss: 4.493 |  Val. Acc: 55.42%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.487 | Train Acc: 58.73%
	 Val. Loss: 4.492 |  Val. Acc: 56.63%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.485 | Train Acc: 59.64%
	 Val. Loss: 4.491 |  Val. Acc: 56.63%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.484 | Train Acc: 61.75%
	 Val. Loss: 4.490 |  Val. Acc: 56.63%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.483 | Train Acc: 62.95%
	 Val. Loss: 4.488 |  Val. Acc: 56.63%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.482 | Train Acc: 62.95%
	 Val. Loss: 4.487 |  Val. Acc: 56.63%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.480 | Train Acc: 62.95%
	 Val. Loss: 4.486 |  Val. Acc: 56.63%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.479 | Train Acc: 62.95%
	 Val. Loss: 4.485 |  Val. Acc: 56.63%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.478 | Train Acc: 62.95%
	 Val. Loss: 4.483 |  Val. Acc: 56.63%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.476 | Train Acc: 62.95%
	 Val. Loss: 4.482 |  Val. Acc: 56.63%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.475 | Train Acc: 62.95%
	 Val. Loss: 4.481 |  Val. Acc: 56.63%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.474 | Train Acc: 62.95%
	 Val. Loss: 4.480 |  Val. Acc: 56.63%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.472 | Train Acc: 62.95%
	 Val. Loss: 4.478 |  Val. Acc: 56.63%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.471 | Train Acc: 62.95%
	 Val. Loss: 4.477 |  Val. Acc: 56.63%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.470 | Train Acc: 62.95%
	 Val. Loss: 4.476 |  Val. Acc: 56.63%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.468 | Train Acc: 62.95%
	 Val. Loss: 4.475 |  Val. Acc: 56.63%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.467 | Train Acc: 62.95%
	 Val. Loss: 4.473 |  Val. Acc: 56.63%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.466 | Train Acc: 62.95%
	 Val. Loss: 4.472 |  Val. Acc: 56.63%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.464 | Train Acc: 62.95%
	 Val. Loss: 4.471 |  Val. Acc: 56.63%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.463 | Train Acc: 62.95%
	 Val. Loss: 4.470 |  Val. Acc: 56.63%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.462 | Train Acc: 62.95%
	 Val. Loss: 4.468 |  Val. Acc: 56.63%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.460 | Train Acc: 62.95%
	 Val. Loss: 4.467 |  Val. Acc: 56.63%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.459 | Train Acc: 62.95%
	 Val. Loss: 4.466 |  Val. Acc: 56.63%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.458 | Train Acc: 62.95%
	 Val. Loss: 4.465 |  Val. Acc: 56.63%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.456 | Train Acc: 62.95%
	 Val. Loss: 4.463 |  Val. Acc: 56.63%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.455 | Train Acc: 62.95%
	 Val. Loss: 4.462 |  Val. Acc: 56.63%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.454 | Train Acc: 62.95%
	 Val. Loss: 4.461 |  Val. Acc: 56.63%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.452 | Train Acc: 62.95%
	 Val. Loss: 4.460 |  Val. Acc: 56.63%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.451 | Train Acc: 62.95%
	 Val. Loss: 4.458 |  Val. Acc: 56.63%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.450 | Train Acc: 62.95%
	 Val. Loss: 4.457 |  Val. Acc: 56.63%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.448 | Train Acc: 62.95%
	 Val. Loss: 4.456 |  Val. Acc: 56.63%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.447 | Train Acc: 62.95%
	 Val. Loss: 4.455 |  Val. Acc: 56.63%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.446 | Train Acc: 62.95%
	 Val. Loss: 4.453 |  Val. Acc: 56.63%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.444 | Train Acc: 62.95%
	 Val. Loss: 4.452 |  Val. Acc: 56.63%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.443 | Train Acc: 62.95%
	 Val. Loss: 4.451 |  Val. Acc: 56.63%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.442 | Train Acc: 62.95%
	 Val. Loss: 4.449 |  Val. Acc: 56.63%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.440 | Train Acc: 62.95%
	 Val. Loss: 4.448 |  Val. Acc: 56.63%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.439 | Train Acc: 62.95%
	 Val. Loss: 4.447 |  Val. Acc: 56.63%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.437 | Train Acc: 62.95%
	 Val. Loss: 4.445 |  Val. Acc: 56.63%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.436 | Train Acc: 62.95%
	 Val. Loss: 4.444 |  Val. Acc: 56.63%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.435 | Train Acc: 62.95%
	 Val. Loss: 4.443 |  Val. Acc: 56.63%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.433 | Train Acc: 62.95%
	 Val. Loss: 4.442 |  Val. Acc: 56.63%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.432 | Train Acc: 62.95%
	 Val. Loss: 4.440 |  Val. Acc: 56.63%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.431 | Train Acc: 62.95%
	 Val. Loss: 4.439 |  Val. Acc: 56.63%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.429 | Train Acc: 62.95%
	 Val. Loss: 4.438 |  Val. Acc: 56.63%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.428 | Train Acc: 62.95%
	 Val. Loss: 4.436 |  Val. Acc: 56.63%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.426 | Train Acc: 62.95%
	 Val. Loss: 4.435 |  Val. Acc: 56.63%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.425 | Train Acc: 62.95%
	 Val. Loss: 4.434 |  Val. Acc: 56.63%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.424 | Train Acc: 62.95%
	 Val. Loss: 4.432 |  Val. Acc: 56.63%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.422 | Train Acc: 62.95%
	 Val. Loss: 4.431 |  Val. Acc: 56.63%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.421 | Train Acc: 62.95%
	 Val. Loss: 4.430 |  Val. Acc: 56.63%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.419 | Train Acc: 62.95%
	 Val. Loss: 4.428 |  Val. Acc: 56.63%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.418 | Train Acc: 62.95%
	 Val. Loss: 4.427 |  Val. Acc: 56.63%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.417 | Train Acc: 62.95%
	 Val. Loss: 4.426 |  Val. Acc: 56.63%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.415 | Train Acc: 62.95%
	 Val. Loss: 4.424 |  Val. Acc: 56.63%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.414 | Train Acc: 62.95%
	 Val. Loss: 4.423 |  Val. Acc: 56.63%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.412 | Train Acc: 62.95%
	 Val. Loss: 4.422 |  Val. Acc: 56.63%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.411 | Train Acc: 62.95%
	 Val. Loss: 4.420 |  Val. Acc: 56.63%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.409 | Train Acc: 62.95%
	 Val. Loss: 4.419 |  Val. Acc: 56.63%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.408 | Train Acc: 62.95%
	 Val. Loss: 4.418 |  Val. Acc: 56.63%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.407 | Train Acc: 62.95%
	 Val. Loss: 4.416 |  Val. Acc: 56.63%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.405 | Train Acc: 62.95%
	 Val. Loss: 4.415 |  Val. Acc: 56.63%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.404 | Train Acc: 62.95%
	 Val. Loss: 4.413 |  Val. Acc: 56.63%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.402 | Train Acc: 62.95%
	 Val. Loss: 4.412 |  Val. Acc: 56.63%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.401 | Train Acc: 62.95%
	 Val. Loss: 4.411 |  Val. Acc: 56.63%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.399 | Train Acc: 62.95%
	 Val. Loss: 4.409 |  Val. Acc: 56.63%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.398 | Train Acc: 62.95%
	 Val. Loss: 4.408 |  Val. Acc: 56.63%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.396 | Train Acc: 62.95%
	 Val. Loss: 4.407 |  Val. Acc: 56.63%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.395 | Train Acc: 62.95%
	 Val. Loss: 4.405 |  Val. Acc: 56.63%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.393 | Train Acc: 62.95%
	 Val. Loss: 4.404 |  Val. Acc: 56.63%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.392 | Train Acc: 62.95%
	 Val. Loss: 4.402 |  Val. Acc: 56.63%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.390 | Train Acc: 62.95%
	 Val. Loss: 4.401 |  Val. Acc: 56.63%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.389 | Train Acc: 62.95%
	 Val. Loss: 4.400 |  Val. Acc: 56.63%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.388 | Train Acc: 62.95%
	 Val. Loss: 4.398 |  Val. Acc: 56.63%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.386 | Train Acc: 62.95%
	 Val. Loss: 4.397 |  Val. Acc: 56.63%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.385 | Train Acc: 62.95%
	 Val. Loss: 4.395 |  Val. Acc: 56.63%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.383 | Train Acc: 62.95%
	 Val. Loss: 4.394 |  Val. Acc: 56.63%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.382 | Train Acc: 62.95%
	 Val. Loss: 4.393 |  Val. Acc: 56.63%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.380 | Train Acc: 62.95%
	 Val. Loss: 4.391 |  Val. Acc: 56.63%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.378 | Train Acc: 62.95%
	 Val. Loss: 4.390 |  Val. Acc: 56.63%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.377 | Train Acc: 62.95%
	 Val. Loss: 4.388 |  Val. Acc: 56.63%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.375 | Train Acc: 62.95%
	 Val. Loss: 4.387 |  Val. Acc: 56.63%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.374 | Train Acc: 62.95%
	 Val. Loss: 4.385 |  Val. Acc: 56.63%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.372 | Train Acc: 62.95%
	 Val. Loss: 4.384 |  Val. Acc: 56.63%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.371 | Train Acc: 62.95%
	 Val. Loss: 4.382 |  Val. Acc: 56.63%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.369 | Train Acc: 62.95%
	 Val. Loss: 4.381 |  Val. Acc: 56.63%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.368 | Train Acc: 62.95%
	 Val. Loss: 4.380 |  Val. Acc: 56.63%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.366 | Train Acc: 62.95%
	 Val. Loss: 4.378 |  Val. Acc: 56.63%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.365 | Train Acc: 62.95%
	 Val. Loss: 4.377 |  Val. Acc: 56.63%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.363 | Train Acc: 62.95%
	 Val. Loss: 4.375 |  Val. Acc: 56.63%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.362 | Train Acc: 62.95%
	 Val. Loss: 4.374 |  Val. Acc: 56.63%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.360 | Train Acc: 62.95%
	 Val. Loss: 4.372 |  Val. Acc: 56.63%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.358 | Train Acc: 62.95%
	 Val. Loss: 4.371 |  Val. Acc: 56.63%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.357 | Train Acc: 62.95%
	 Val. Loss: 4.369 |  Val. Acc: 56.63%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.355 | Train Acc: 62.95%
	 Val. Loss: 4.368 |  Val. Acc: 56.63%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.354 | Train Acc: 62.95%
	 Val. Loss: 4.366 |  Val. Acc: 56.63%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.352 | Train Acc: 62.95%
	 Val. Loss: 4.365 |  Val. Acc: 56.63%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.351 | Train Acc: 62.95%
	 Val. Loss: 4.363 |  Val. Acc: 56.63%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.349 | Train Acc: 62.95%
	 Val. Loss: 4.362 |  Val. Acc: 56.63%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.347 | Train Acc: 62.95%
	 Val. Loss: 4.360 |  Val. Acc: 56.63%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.346 | Train Acc: 62.95%
	 Val. Loss: 4.359 |  Val. Acc: 56.63%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.344 | Train Acc: 62.95%
	 Val. Loss: 4.357 |  Val. Acc: 56.63%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.343 | Train Acc: 62.95%
	 Val. Loss: 4.356 |  Val. Acc: 56.63%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.341 | Train Acc: 62.95%
	 Val. Loss: 4.354 |  Val. Acc: 56.63%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.339 | Train Acc: 62.95%
	 Val. Loss: 4.353 |  Val. Acc: 56.63%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.338 | Train Acc: 62.95%
	 Val. Loss: 4.351 |  Val. Acc: 56.63%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.336 | Train Acc: 62.95%
	 Val. Loss: 4.350 |  Val. Acc: 56.63%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.334 | Train Acc: 62.95%
	 Val. Loss: 4.348 |  Val. Acc: 56.63%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.333 | Train Acc: 62.95%
	 Val. Loss: 4.347 |  Val. Acc: 56.63%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.331 | Train Acc: 62.95%
	 Val. Loss: 4.345 |  Val. Acc: 56.63%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.329 | Train Acc: 62.95%
	 Val. Loss: 4.343 |  Val. Acc: 56.63%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.328 | Train Acc: 62.95%
	 Val. Loss: 4.342 |  Val. Acc: 56.63%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.326 | Train Acc: 62.95%
	 Val. Loss: 4.340 |  Val. Acc: 56.63%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.324 | Train Acc: 62.95%
	 Val. Loss: 4.339 |  Val. Acc: 56.63%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.323 | Train Acc: 62.95%
	 Val. Loss: 4.337 |  Val. Acc: 56.63%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.321 | Train Acc: 62.95%
	 Val. Loss: 4.336 |  Val. Acc: 56.63%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.319 | Train Acc: 62.95%
	 Val. Loss: 4.334 |  Val. Acc: 56.63%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.318 | Train Acc: 62.95%
	 Val. Loss: 4.332 |  Val. Acc: 56.63%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.316 | Train Acc: 62.95%
	 Val. Loss: 4.331 |  Val. Acc: 56.63%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.314 | Train Acc: 62.95%
	 Val. Loss: 4.329 |  Val. Acc: 56.63%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.313 | Train Acc: 62.95%
	 Val. Loss: 4.328 |  Val. Acc: 56.63%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.311 | Train Acc: 62.95%
	 Val. Loss: 4.326 |  Val. Acc: 56.63%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.309 | Train Acc: 62.95%
	 Val. Loss: 4.324 |  Val. Acc: 56.63%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.307 | Train Acc: 62.95%
	 Val. Loss: 4.323 |  Val. Acc: 56.63%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.306 | Train Acc: 62.95%
	 Val. Loss: 4.321 |  Val. Acc: 56.63%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.304 | Train Acc: 62.95%
	 Val. Loss: 4.319 |  Val. Acc: 56.63%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.302 | Train Acc: 62.95%
	 Val. Loss: 4.318 |  Val. Acc: 56.63%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.300 | Train Acc: 62.95%
	 Val. Loss: 4.316 |  Val. Acc: 56.63%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.299 | Train Acc: 62.95%
	 Val. Loss: 4.315 |  Val. Acc: 56.63%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.297 | Train Acc: 62.95%
	 Val. Loss: 4.313 |  Val. Acc: 56.63%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.295 | Train Acc: 62.95%
	 Val. Loss: 4.311 |  Val. Acc: 56.63%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.293 | Train Acc: 62.95%
	 Val. Loss: 4.310 |  Val. Acc: 56.63%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.292 | Train Acc: 62.95%
	 Val. Loss: 4.308 |  Val. Acc: 56.63%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.290 | Train Acc: 62.95%
	 Val. Loss: 4.306 |  Val. Acc: 56.63%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.288 | Train Acc: 62.95%
	 Val. Loss: 4.304 |  Val. Acc: 56.63%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.286 | Train Acc: 62.95%
	 Val. Loss: 4.303 |  Val. Acc: 56.63%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.284 | Train Acc: 62.95%
	 Val. Loss: 4.301 |  Val. Acc: 56.63%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.283 | Train Acc: 62.95%
	 Val. Loss: 4.299 |  Val. Acc: 56.63%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.281 | Train Acc: 62.95%
	 Val. Loss: 4.298 |  Val. Acc: 56.63%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.279 | Train Acc: 62.95%
	 Val. Loss: 4.296 |  Val. Acc: 56.63%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.277 | Train Acc: 62.95%
	 Val. Loss: 4.294 |  Val. Acc: 56.63%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.275 | Train Acc: 62.95%
	 Val. Loss: 4.293 |  Val. Acc: 56.63%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.273 | Train Acc: 62.95%
	 Val. Loss: 4.291 |  Val. Acc: 56.63%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.272 | Train Acc: 62.95%
	 Val. Loss: 4.289 |  Val. Acc: 56.63%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.270 | Train Acc: 62.95%
	 Val. Loss: 4.287 |  Val. Acc: 56.63%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.268 | Train Acc: 62.95%
	 Val. Loss: 4.286 |  Val. Acc: 56.63%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.266 | Train Acc: 62.95%
	 Val. Loss: 4.284 |  Val. Acc: 56.63%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.264 | Train Acc: 62.95%
	 Val. Loss: 4.282 |  Val. Acc: 56.63%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.262 | Train Acc: 62.95%
	 Val. Loss: 4.280 |  Val. Acc: 56.63%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.260 | Train Acc: 62.95%
	 Val. Loss: 4.278 |  Val. Acc: 56.63%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.258 | Train Acc: 62.95%
	 Val. Loss: 4.277 |  Val. Acc: 56.63%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.257 | Train Acc: 62.95%
	 Val. Loss: 4.275 |  Val. Acc: 56.63%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.255 | Train Acc: 62.95%
	 Val. Loss: 4.273 |  Val. Acc: 56.63%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.253 | Train Acc: 62.95%
	 Val. Loss: 4.271 |  Val. Acc: 56.63%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.251 | Train Acc: 62.95%
	 Val. Loss: 4.269 |  Val. Acc: 56.63%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.249 | Train Acc: 62.95%
	 Val. Loss: 4.268 |  Val. Acc: 56.63%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.247 | Train Acc: 62.95%
	 Val. Loss: 4.266 |  Val. Acc: 56.63%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.245 | Train Acc: 62.95%
	 Val. Loss: 4.264 |  Val. Acc: 56.63%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.243 | Train Acc: 62.95%
	 Val. Loss: 4.262 |  Val. Acc: 56.63%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.241 | Train Acc: 62.95%
	 Val. Loss: 4.260 |  Val. Acc: 56.63%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.239 | Train Acc: 62.95%
	 Val. Loss: 4.258 |  Val. Acc: 56.63%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.237 | Train Acc: 62.95%
	 Val. Loss: 4.257 |  Val. Acc: 56.63%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.235 | Train Acc: 62.95%
	 Val. Loss: 4.255 |  Val. Acc: 56.63%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.233 | Train Acc: 62.95%
	 Val. Loss: 4.253 |  Val. Acc: 56.63%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.231 | Train Acc: 62.95%
	 Val. Loss: 4.251 |  Val. Acc: 56.63%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.229 | Train Acc: 62.95%
	 Val. Loss: 4.249 |  Val. Acc: 56.63%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.227 | Train Acc: 62.95%
	 Val. Loss: 4.247 |  Val. Acc: 56.63%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.225 | Train Acc: 62.95%
	 Val. Loss: 4.245 |  Val. Acc: 56.63%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.223 | Train Acc: 62.95%
	 Val. Loss: 4.243 |  Val. Acc: 56.63%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.221 | Train Acc: 62.95%
	 Val. Loss: 4.241 |  Val. Acc: 56.63%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.219 | Train Acc: 62.95%
	 Val. Loss: 4.240 |  Val. Acc: 56.63%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.217 | Train Acc: 62.95%
	 Val. Loss: 4.238 |  Val. Acc: 56.63%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.215 | Train Acc: 62.95%
	 Val. Loss: 4.236 |  Val. Acc: 56.63%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.213 | Train Acc: 62.95%
	 Val. Loss: 4.234 |  Val. Acc: 56.63%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.211 | Train Acc: 62.95%
	 Val. Loss: 4.232 |  Val. Acc: 56.63%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.208 | Train Acc: 62.95%
	 Val. Loss: 4.230 |  Val. Acc: 56.63%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.206 | Train Acc: 62.95%
	 Val. Loss: 4.228 |  Val. Acc: 56.63%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.204 | Train Acc: 62.95%
	 Val. Loss: 4.226 |  Val. Acc: 56.63%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.202 | Train Acc: 62.95%
	 Val. Loss: 4.224 |  Val. Acc: 56.63%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.200 | Train Acc: 62.95%
	 Val. Loss: 4.222 |  Val. Acc: 56.63%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.198 | Train Acc: 62.95%
	 Val. Loss: 4.220 |  Val. Acc: 56.63%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.196 | Train Acc: 62.95%
	 Val. Loss: 4.218 |  Val. Acc: 56.63%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.194 | Train Acc: 62.95%
	 Val. Loss: 4.216 |  Val. Acc: 56.63%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.191 | Train Acc: 62.95%
	 Val. Loss: 4.214 |  Val. Acc: 56.63%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.189 | Train Acc: 62.95%
	 Val. Loss: 4.212 |  Val. Acc: 56.63%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.187 | Train Acc: 62.95%
	 Val. Loss: 4.210 |  Val. Acc: 56.63%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.185 | Train Acc: 62.95%
	 Val. Loss: 4.208 |  Val. Acc: 56.63%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.183 | Train Acc: 62.95%
	 Val. Loss: 4.205 |  Val. Acc: 56.63%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.180 | Train Acc: 62.95%
	 Val. Loss: 4.203 |  Val. Acc: 56.63%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.178 | Train Acc: 62.95%
	 Val. Loss: 4.201 |  Val. Acc: 56.63%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.176 | Train Acc: 62.95%
	 Val. Loss: 4.199 |  Val. Acc: 56.63%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.174 | Train Acc: 62.95%
	 Val. Loss: 4.197 |  Val. Acc: 56.63%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.171 | Train Acc: 62.95%
	 Val. Loss: 4.195 |  Val. Acc: 56.63%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.169 | Train Acc: 62.95%
	 Val. Loss: 4.193 |  Val. Acc: 56.63%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.167 | Train Acc: 62.95%
	 Val. Loss: 4.191 |  Val. Acc: 56.63%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.165 | Train Acc: 62.95%
	 Val. Loss: 4.189 |  Val. Acc: 56.63%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.162 | Train Acc: 62.95%
	 Val. Loss: 4.186 |  Val. Acc: 56.63%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.160 | Train Acc: 62.95%
	 Val. Loss: 4.184 |  Val. Acc: 56.63%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.158 | Train Acc: 62.95%
	 Val. Loss: 4.182 |  Val. Acc: 56.63%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.155 | Train Acc: 62.95%
	 Val. Loss: 4.180 |  Val. Acc: 56.63%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.153 | Train Acc: 62.95%
	 Val. Loss: 4.178 |  Val. Acc: 56.63%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.151 | Train Acc: 62.95%
	 Val. Loss: 4.175 |  Val. Acc: 56.63%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.148 | Train Acc: 62.95%
	 Val. Loss: 4.173 |  Val. Acc: 56.63%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.146 | Train Acc: 62.95%
	 Val. Loss: 4.171 |  Val. Acc: 56.63%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.143 | Train Acc: 62.95%
	 Val. Loss: 4.169 |  Val. Acc: 56.63%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.141 | Train Acc: 62.95%
	 Val. Loss: 4.167 |  Val. Acc: 56.63%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.139 | Train Acc: 62.95%
	 Val. Loss: 4.164 |  Val. Acc: 56.63%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.136 | Train Acc: 62.95%
	 Val. Loss: 4.162 |  Val. Acc: 56.63%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.134 | Train Acc: 62.95%
	 Val. Loss: 4.160 |  Val. Acc: 56.63%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.131 | Train Acc: 62.95%
	 Val. Loss: 4.157 |  Val. Acc: 56.63%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.129 | Train Acc: 62.95%
	 Val. Loss: 4.155 |  Val. Acc: 56.63%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.126 | Train Acc: 62.95%
	 Val. Loss: 4.153 |  Val. Acc: 56.63%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.124 | Train Acc: 62.95%
	 Val. Loss: 4.151 |  Val. Acc: 56.63%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.121 | Train Acc: 62.95%
	 Val. Loss: 4.148 |  Val. Acc: 56.63%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.119 | Train Acc: 62.95%
	 Val. Loss: 4.146 |  Val. Acc: 56.63%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.116 | Train Acc: 62.95%
	 Val. Loss: 4.144 |  Val. Acc: 56.63%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.114 | Train Acc: 62.95%
	 Val. Loss: 4.141 |  Val. Acc: 56.63%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.111 | Train Acc: 62.95%
	 Val. Loss: 4.139 |  Val. Acc: 56.63%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.109 | Train Acc: 62.95%
	 Val. Loss: 4.136 |  Val. Acc: 56.63%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.106 | Train Acc: 62.95%
	 Val. Loss: 4.134 |  Val. Acc: 56.63%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.104 | Train Acc: 62.95%
	 Val. Loss: 4.132 |  Val. Acc: 56.63%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.101 | Train Acc: 62.95%
	 Val. Loss: 4.129 |  Val. Acc: 56.63%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.098 | Train Acc: 62.95%
	 Val. Loss: 4.127 |  Val. Acc: 56.63%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.096 | Train Acc: 62.95%
	 Val. Loss: 4.124 |  Val. Acc: 56.63%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.093 | Train Acc: 62.95%
	 Val. Loss: 4.122 |  Val. Acc: 56.63%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.091 | Train Acc: 62.95%
	 Val. Loss: 4.119 |  Val. Acc: 56.63%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.088 | Train Acc: 62.95%
	 Val. Loss: 4.117 |  Val. Acc: 56.63%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.085 | Train Acc: 62.95%
	 Val. Loss: 4.114 |  Val. Acc: 56.63%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.083 | Train Acc: 62.95%
	 Val. Loss: 4.112 |  Val. Acc: 56.63%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.080 | Train Acc: 62.95%
	 Val. Loss: 4.109 |  Val. Acc: 56.63%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.077 | Train Acc: 62.95%
	 Val. Loss: 4.107 |  Val. Acc: 56.63%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.074 | Train Acc: 62.95%
	 Val. Loss: 4.104 |  Val. Acc: 56.63%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.072 | Train Acc: 62.95%
	 Val. Loss: 4.102 |  Val. Acc: 56.63%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.069 | Train Acc: 62.95%
	 Val. Loss: 4.099 |  Val. Acc: 56.63%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.066 | Train Acc: 62.95%
	 Val. Loss: 4.096 |  Val. Acc: 56.63%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.063 | Train Acc: 62.95%
	 Val. Loss: 4.094 |  Val. Acc: 56.63%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.060 | Train Acc: 62.95%
	 Val. Loss: 4.091 |  Val. Acc: 56.63%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.058 | Train Acc: 62.95%
	 Val. Loss: 4.088 |  Val. Acc: 56.63%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.055 | Train Acc: 62.95%
	 Val. Loss: 4.086 |  Val. Acc: 56.63%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.052 | Train Acc: 62.95%
	 Val. Loss: 4.083 |  Val. Acc: 56.63%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.049 | Train Acc: 62.95%
	 Val. Loss: 4.080 |  Val. Acc: 56.63%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.046 | Train Acc: 62.95%
	 Val. Loss: 4.078 |  Val. Acc: 56.63%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.043 | Train Acc: 62.95%
	 Val. Loss: 4.075 |  Val. Acc: 56.63%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.040 | Train Acc: 62.95%
	 Val. Loss: 4.072 |  Val. Acc: 56.63%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.037 | Train Acc: 62.95%
	 Val. Loss: 4.070 |  Val. Acc: 56.63%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.034 | Train Acc: 62.95%
	 Val. Loss: 4.067 |  Val. Acc: 56.63%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.031 | Train Acc: 62.95%
	 Val. Loss: 4.064 |  Val. Acc: 56.63%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.028 | Train Acc: 62.95%
	 Val. Loss: 4.061 |  Val. Acc: 56.63%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.025 | Train Acc: 62.95%
	 Val. Loss: 4.058 |  Val. Acc: 56.63%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.022 | Train Acc: 62.95%
	 Val. Loss: 4.056 |  Val. Acc: 56.63%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.019 | Train Acc: 62.95%
	 Val. Loss: 4.053 |  Val. Acc: 56.63%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.016 | Train Acc: 62.95%
	 Val. Loss: 4.050 |  Val. Acc: 56.63%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.013 | Train Acc: 62.95%
	 Val. Loss: 4.047 |  Val. Acc: 56.63%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.010 | Train Acc: 62.95%
	 Val. Loss: 4.044 |  Val. Acc: 56.63%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.007 | Train Acc: 62.95%
	 Val. Loss: 4.041 |  Val. Acc: 56.63%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.004 | Train Acc: 62.95%
	 Val. Loss: 4.038 |  Val. Acc: 56.63%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.001 | Train Acc: 62.95%
	 Val. Loss: 4.035 |  Val. Acc: 56.63%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.998 | Train Acc: 62.95%
	 Val. Loss: 4.032 |  Val. Acc: 56.63%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.994 | Train Acc: 62.95%
	 Val. Loss: 4.029 |  Val. Acc: 56.63%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.991 | Train Acc: 62.95%
	 Val. Loss: 4.026 |  Val. Acc: 56.63%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.988 | Train Acc: 62.95%
	 Val. Loss: 4.023 |  Val. Acc: 56.63%
Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.985 | Train Acc: 62.95%
	 Val. Loss: 4.020 |  Val. Acc: 56.63%
Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.982 | Train Acc: 62.95%
	 Val. Loss: 4.017 |  Val. Acc: 56.63%
Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.978 | Train Acc: 62.95%
	 Val. Loss: 4.014 |  Val. Acc: 56.63%
Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.975 | Train Acc: 62.95%
	 Val. Loss: 4.011 |  Val. Acc: 56.63%
Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.972 | Train Acc: 62.95%
	 Val. Loss: 4.008 |  Val. Acc: 56.63%
Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.968 | Train Acc: 62.95%
	 Val. Loss: 4.005 |  Val. Acc: 56.63%
Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.965 | Train Acc: 62.95%
	 Val. Loss: 4.002 |  Val. Acc: 56.63%
Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.962 | Train Acc: 62.95%
	 Val. Loss: 3.999 |  Val. Acc: 56.63%
Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.958 | Train Acc: 62.95%
	 Val. Loss: 3.996 |  Val. Acc: 56.63%
Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.955 | Train Acc: 62.95%
	 Val. Loss: 3.992 |  Val. Acc: 56.63%
Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.951 | Train Acc: 62.95%
	 Val. Loss: 3.989 |  Val. Acc: 56.63%
Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.948 | Train Acc: 62.95%
	 Val. Loss: 3.986 |  Val. Acc: 56.63%
Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.945 | Train Acc: 62.95%
	 Val. Loss: 3.983 |  Val. Acc: 56.63%
Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.941 | Train Acc: 62.95%
	 Val. Loss: 3.979 |  Val. Acc: 56.63%
Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.938 | Train Acc: 62.95%
	 Val. Loss: 3.976 |  Val. Acc: 56.63%
Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.934 | Train Acc: 62.95%
	 Val. Loss: 3.973 |  Val. Acc: 56.63%
Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.930 | Train Acc: 62.95%
	 Val. Loss: 3.970 |  Val. Acc: 56.63%
Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.927 | Train Acc: 62.95%
	 Val. Loss: 3.966 |  Val. Acc: 56.63%
Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.923 | Train Acc: 62.95%
	 Val. Loss: 3.963 |  Val. Acc: 56.63%
Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.920 | Train Acc: 62.95%
	 Val. Loss: 3.959 |  Val. Acc: 56.63%
Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.916 | Train Acc: 62.95%
	 Val. Loss: 3.956 |  Val. Acc: 56.63%
Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.912 | Train Acc: 62.95%
	 Val. Loss: 3.953 |  Val. Acc: 56.63%
Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.909 | Train Acc: 62.95%
	 Val. Loss: 3.949 |  Val. Acc: 56.63%
Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.905 | Train Acc: 62.95%
	 Val. Loss: 3.946 |  Val. Acc: 56.63%
Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.901 | Train Acc: 62.95%
	 Val. Loss: 3.942 |  Val. Acc: 56.63%
Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.897 | Train Acc: 62.95%
	 Val. Loss: 3.939 |  Val. Acc: 56.63%
Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.894 | Train Acc: 62.95%
	 Val. Loss: 3.935 |  Val. Acc: 56.63%
Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.890 | Train Acc: 62.95%
	 Val. Loss: 3.932 |  Val. Acc: 56.63%
Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.886 | Train Acc: 62.95%
	 Val. Loss: 3.928 |  Val. Acc: 56.63%
Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.882 | Train Acc: 62.95%
	 Val. Loss: 3.925 |  Val. Acc: 56.63%
Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.878 | Train Acc: 62.95%
	 Val. Loss: 3.921 |  Val. Acc: 56.63%
Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.874 | Train Acc: 62.95%
	 Val. Loss: 3.917 |  Val. Acc: 56.63%
Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.871 | Train Acc: 62.95%
	 Val. Loss: 3.914 |  Val. Acc: 56.63%
Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.867 | Train Acc: 62.95%
	 Val. Loss: 3.910 |  Val. Acc: 56.63%
Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.863 | Train Acc: 62.95%
	 Val. Loss: 3.906 |  Val. Acc: 56.63%
Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.859 | Train Acc: 62.95%
	 Val. Loss: 3.902 |  Val. Acc: 56.63%
Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.855 | Train Acc: 62.95%
	 Val. Loss: 3.899 |  Val. Acc: 56.63%
Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.851 | Train Acc: 62.95%
	 Val. Loss: 3.895 |  Val. Acc: 56.63%
Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.847 | Train Acc: 62.95%
	 Val. Loss: 3.891 |  Val. Acc: 56.63%
Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.842 | Train Acc: 62.95%
	 Val. Loss: 3.887 |  Val. Acc: 56.63%
Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.838 | Train Acc: 62.95%
	 Val. Loss: 3.883 |  Val. Acc: 56.63%
Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.834 | Train Acc: 62.95%
	 Val. Loss: 3.880 |  Val. Acc: 56.63%
Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.830 | Train Acc: 62.95%
	 Val. Loss: 3.876 |  Val. Acc: 56.63%
Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.826 | Train Acc: 62.95%
	 Val. Loss: 3.872 |  Val. Acc: 56.63%
Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.822 | Train Acc: 62.95%
	 Val. Loss: 3.868 |  Val. Acc: 56.63%
Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.817 | Train Acc: 62.95%
	 Val. Loss: 3.864 |  Val. Acc: 56.63%
Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.813 | Train Acc: 62.95%
	 Val. Loss: 3.860 |  Val. Acc: 56.63%
Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.809 | Train Acc: 62.95%
	 Val. Loss: 3.856 |  Val. Acc: 56.63%
Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.804 | Train Acc: 62.95%
	 Val. Loss: 3.852 |  Val. Acc: 56.63%
Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.800 | Train Acc: 62.95%
	 Val. Loss: 3.848 |  Val. Acc: 56.63%
Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.796 | Train Acc: 62.95%
	 Val. Loss: 3.844 |  Val. Acc: 56.63%
Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.791 | Train Acc: 62.95%
	 Val. Loss: 3.839 |  Val. Acc: 56.63%
Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.787 | Train Acc: 62.95%
	 Val. Loss: 3.835 |  Val. Acc: 56.63%
Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.782 | Train Acc: 62.95%
	 Val. Loss: 3.831 |  Val. Acc: 56.63%
Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.778 | Train Acc: 62.95%
	 Val. Loss: 3.827 |  Val. Acc: 56.63%
Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.773 | Train Acc: 62.95%
	 Val. Loss: 3.823 |  Val. Acc: 56.63%
Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.768 | Train Acc: 62.95%
	 Val. Loss: 3.818 |  Val. Acc: 56.63%
Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.764 | Train Acc: 62.95%
	 Val. Loss: 3.814 |  Val. Acc: 56.63%
Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.759 | Train Acc: 62.95%
	 Val. Loss: 3.810 |  Val. Acc: 56.63%
Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.755 | Train Acc: 62.95%
	 Val. Loss: 3.805 |  Val. Acc: 56.63%
Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.750 | Train Acc: 62.95%
	 Val. Loss: 3.801 |  Val. Acc: 56.63%
Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.745 | Train Acc: 62.95%
	 Val. Loss: 3.797 |  Val. Acc: 56.63%
Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.740 | Train Acc: 62.95%
	 Val. Loss: 3.792 |  Val. Acc: 56.63%
Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.736 | Train Acc: 62.95%
	 Val. Loss: 3.788 |  Val. Acc: 56.63%
Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.731 | Train Acc: 62.95%
	 Val. Loss: 3.783 |  Val. Acc: 56.63%
Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.726 | Train Acc: 62.95%
	 Val. Loss: 3.779 |  Val. Acc: 56.63%
Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.721 | Train Acc: 62.95%
	 Val. Loss: 3.774 |  Val. Acc: 56.63%
Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.716 | Train Acc: 62.95%
	 Val. Loss: 3.769 |  Val. Acc: 56.63%
Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.711 | Train Acc: 62.95%
	 Val. Loss: 3.765 |  Val. Acc: 56.63%
Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.706 | Train Acc: 62.95%
	 Val. Loss: 3.760 |  Val. Acc: 56.63%
Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.701 | Train Acc: 62.95%
	 Val. Loss: 3.755 |  Val. Acc: 56.63%
Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.696 | Train Acc: 62.95%
	 Val. Loss: 3.751 |  Val. Acc: 56.63%
Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.691 | Train Acc: 62.95%
	 Val. Loss: 3.746 |  Val. Acc: 56.63%
Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.686 | Train Acc: 62.95%
	 Val. Loss: 3.741 |  Val. Acc: 56.63%
Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.680 | Train Acc: 62.95%
	 Val. Loss: 3.736 |  Val. Acc: 56.63%
Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.675 | Train Acc: 62.95%
	 Val. Loss: 3.732 |  Val. Acc: 56.63%
Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.670 | Train Acc: 62.95%
	 Val. Loss: 3.727 |  Val. Acc: 56.63%
Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.665 | Train Acc: 62.95%
	 Val. Loss: 3.722 |  Val. Acc: 56.63%
Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.659 | Train Acc: 62.95%
	 Val. Loss: 3.717 |  Val. Acc: 56.63%
Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.654 | Train Acc: 62.95%
	 Val. Loss: 3.712 |  Val. Acc: 56.63%
Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.649 | Train Acc: 62.95%
	 Val. Loss: 3.707 |  Val. Acc: 56.63%
Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.643 | Train Acc: 62.95%
	 Val. Loss: 3.702 |  Val. Acc: 56.63%
Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.638 | Train Acc: 62.95%
	 Val. Loss: 3.697 |  Val. Acc: 56.63%
Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.632 | Train Acc: 62.95%
	 Val. Loss: 3.691 |  Val. Acc: 56.63%
Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.627 | Train Acc: 62.95%
	 Val. Loss: 3.686 |  Val. Acc: 56.63%
Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.621 | Train Acc: 62.95%
	 Val. Loss: 3.681 |  Val. Acc: 56.63%
Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.615 | Train Acc: 62.95%
	 Val. Loss: 3.676 |  Val. Acc: 56.63%
Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.610 | Train Acc: 62.95%
	 Val. Loss: 3.671 |  Val. Acc: 56.63%
Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.604 | Train Acc: 62.95%
	 Val. Loss: 3.665 |  Val. Acc: 56.63%
Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.598 | Train Acc: 62.95%
	 Val. Loss: 3.660 |  Val. Acc: 56.63%
Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.593 | Train Acc: 62.95%
	 Val. Loss: 3.654 |  Val. Acc: 56.63%
Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.587 | Train Acc: 62.95%
	 Val. Loss: 3.649 |  Val. Acc: 56.63%
Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.581 | Train Acc: 62.95%
	 Val. Loss: 3.644 |  Val. Acc: 56.63%
Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.575 | Train Acc: 62.95%
	 Val. Loss: 3.638 |  Val. Acc: 56.63%
Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.569 | Train Acc: 62.95%
	 Val. Loss: 3.632 |  Val. Acc: 56.63%
Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.563 | Train Acc: 62.95%
	 Val. Loss: 3.627 |  Val. Acc: 56.63%
Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.557 | Train Acc: 62.95%
	 Val. Loss: 3.621 |  Val. Acc: 56.63%
Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.551 | Train Acc: 62.95%
	 Val. Loss: 3.616 |  Val. Acc: 56.63%
Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.545 | Train Acc: 62.95%
	 Val. Loss: 3.610 |  Val. Acc: 56.63%
Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.538 | Train Acc: 62.95%
	 Val. Loss: 3.604 |  Val. Acc: 56.63%
Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.532 | Train Acc: 62.95%
	 Val. Loss: 3.598 |  Val. Acc: 56.63%
Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.526 | Train Acc: 62.95%
	 Val. Loss: 3.592 |  Val. Acc: 56.63%
Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.520 | Train Acc: 62.95%
	 Val. Loss: 3.587 |  Val. Acc: 56.63%
Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.513 | Train Acc: 62.95%
	 Val. Loss: 3.581 |  Val. Acc: 56.63%
Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.507 | Train Acc: 62.95%
	 Val. Loss: 3.575 |  Val. Acc: 56.63%
Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.500 | Train Acc: 62.95%
	 Val. Loss: 3.569 |  Val. Acc: 56.63%
Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.494 | Train Acc: 62.95%
	 Val. Loss: 3.563 |  Val. Acc: 56.63%
Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.487 | Train Acc: 62.95%
	 Val. Loss: 3.557 |  Val. Acc: 56.63%
Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.481 | Train Acc: 62.95%
	 Val. Loss: 3.550 |  Val. Acc: 56.63%
Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.474 | Train Acc: 62.95%
	 Val. Loss: 3.544 |  Val. Acc: 56.63%
Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.467 | Train Acc: 62.95%
	 Val. Loss: 3.538 |  Val. Acc: 56.63%
Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.461 | Train Acc: 62.95%
	 Val. Loss: 3.532 |  Val. Acc: 56.63%
Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.454 | Train Acc: 62.95%
	 Val. Loss: 3.525 |  Val. Acc: 56.63%
Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.447 | Train Acc: 62.95%
	 Val. Loss: 3.519 |  Val. Acc: 56.63%
Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.440 | Train Acc: 62.95%
	 Val. Loss: 3.513 |  Val. Acc: 56.63%
Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.433 | Train Acc: 62.95%
	 Val. Loss: 3.506 |  Val. Acc: 56.63%
Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.426 | Train Acc: 62.95%
	 Val. Loss: 3.500 |  Val. Acc: 56.63%
Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.419 | Train Acc: 62.95%
	 Val. Loss: 3.493 |  Val. Acc: 56.63%
Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.412 | Train Acc: 62.95%
	 Val. Loss: 3.486 |  Val. Acc: 56.63%
Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.405 | Train Acc: 62.95%
	 Val. Loss: 3.480 |  Val. Acc: 56.63%
Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.398 | Train Acc: 62.95%
	 Val. Loss: 3.473 |  Val. Acc: 56.63%
Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.390 | Train Acc: 62.95%
	 Val. Loss: 3.466 |  Val. Acc: 56.63%
Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.383 | Train Acc: 62.95%
	 Val. Loss: 3.460 |  Val. Acc: 56.63%
Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.376 | Train Acc: 62.95%
	 Val. Loss: 3.453 |  Val. Acc: 56.63%
Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.368 | Train Acc: 62.95%
	 Val. Loss: 3.446 |  Val. Acc: 56.63%
Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.361 | Train Acc: 62.95%
	 Val. Loss: 3.439 |  Val. Acc: 56.63%
Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.353 | Train Acc: 62.95%
	 Val. Loss: 3.432 |  Val. Acc: 56.63%
Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.346 | Train Acc: 62.95%
	 Val. Loss: 3.425 |  Val. Acc: 56.63%
Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.338 | Train Acc: 62.95%
	 Val. Loss: 3.418 |  Val. Acc: 56.63%
Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.330 | Train Acc: 62.95%
	 Val. Loss: 3.411 |  Val. Acc: 56.63%
Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.323 | Train Acc: 62.95%
	 Val. Loss: 3.403 |  Val. Acc: 56.63%
Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.315 | Train Acc: 62.95%
	 Val. Loss: 3.396 |  Val. Acc: 56.63%
Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.307 | Train Acc: 62.95%
	 Val. Loss: 3.389 |  Val. Acc: 56.63%
Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.299 | Train Acc: 62.95%
	 Val. Loss: 3.381 |  Val. Acc: 56.63%
Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.291 | Train Acc: 62.95%
	 Val. Loss: 3.374 |  Val. Acc: 56.63%
Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.283 | Train Acc: 62.95%
	 Val. Loss: 3.367 |  Val. Acc: 56.63%
Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.275 | Train Acc: 62.95%
	 Val. Loss: 3.359 |  Val. Acc: 56.63%
Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.267 | Train Acc: 62.95%
	 Val. Loss: 3.351 |  Val. Acc: 56.63%
Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.259 | Train Acc: 62.95%
	 Val. Loss: 3.344 |  Val. Acc: 56.63%
Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.250 | Train Acc: 62.95%
	 Val. Loss: 3.336 |  Val. Acc: 56.63%
Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.242 | Train Acc: 62.95%
	 Val. Loss: 3.328 |  Val. Acc: 56.63%
Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.234 | Train Acc: 62.95%
	 Val. Loss: 3.321 |  Val. Acc: 56.63%
Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.225 | Train Acc: 62.95%
	 Val. Loss: 3.313 |  Val. Acc: 56.63%
Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.217 | Train Acc: 62.95%
	 Val. Loss: 3.305 |  Val. Acc: 56.63%
Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.208 | Train Acc: 62.95%
	 Val. Loss: 3.297 |  Val. Acc: 56.63%
Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.199 | Train Acc: 62.95%
	 Val. Loss: 3.289 |  Val. Acc: 56.63%
Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.191 | Train Acc: 62.95%
	 Val. Loss: 3.281 |  Val. Acc: 56.63%
Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.182 | Train Acc: 62.95%
	 Val. Loss: 3.272 |  Val. Acc: 56.63%
Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.173 | Train Acc: 62.95%
	 Val. Loss: 3.264 |  Val. Acc: 56.63%
Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.164 | Train Acc: 62.95%
	 Val. Loss: 3.256 |  Val. Acc: 56.63%
Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.155 | Train Acc: 62.95%
	 Val. Loss: 3.248 |  Val. Acc: 56.63%
Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.146 | Train Acc: 62.95%
	 Val. Loss: 3.239 |  Val. Acc: 56.63%
Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.137 | Train Acc: 62.95%
	 Val. Loss: 3.231 |  Val. Acc: 56.63%
Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.128 | Train Acc: 62.95%
	 Val. Loss: 3.222 |  Val. Acc: 56.63%
Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.119 | Train Acc: 62.95%
	 Val. Loss: 3.214 |  Val. Acc: 56.63%
Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.110 | Train Acc: 62.95%
	 Val. Loss: 3.205 |  Val. Acc: 56.63%
Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.100 | Train Acc: 62.95%
	 Val. Loss: 3.196 |  Val. Acc: 56.63%
Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.091 | Train Acc: 62.95%
	 Val. Loss: 3.188 |  Val. Acc: 56.63%
Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.081 | Train Acc: 62.95%
	 Val. Loss: 3.179 |  Val. Acc: 56.63%
Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.072 | Train Acc: 62.95%
	 Val. Loss: 3.170 |  Val. Acc: 56.63%
Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.062 | Train Acc: 62.95%
	 Val. Loss: 3.161 |  Val. Acc: 56.63%
Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.052 | Train Acc: 62.95%
	 Val. Loss: 3.152 |  Val. Acc: 56.63%
Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.043 | Train Acc: 62.95%
	 Val. Loss: 3.143 |  Val. Acc: 56.63%
Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.033 | Train Acc: 62.95%
	 Val. Loss: 3.134 |  Val. Acc: 56.63%
Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.023 | Train Acc: 62.95%
	 Val. Loss: 3.125 |  Val. Acc: 56.63%
Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.013 | Train Acc: 62.95%
	 Val. Loss: 3.116 |  Val. Acc: 56.63%
Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.003 | Train Acc: 62.95%
	 Val. Loss: 3.106 |  Val. Acc: 56.63%
Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.993 | Train Acc: 62.95%
	 Val. Loss: 3.097 |  Val. Acc: 56.63%
Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.983 | Train Acc: 62.95%
	 Val. Loss: 3.088 |  Val. Acc: 56.63%
Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.973 | Train Acc: 62.95%
	 Val. Loss: 3.078 |  Val. Acc: 56.63%
Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.963 | Train Acc: 62.95%
	 Val. Loss: 3.069 |  Val. Acc: 56.63%
Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.952 | Train Acc: 62.95%
	 Val. Loss: 3.059 |  Val. Acc: 56.63%
Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.942 | Train Acc: 62.95%
	 Val. Loss: 3.050 |  Val. Acc: 56.63%
Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.931 | Train Acc: 62.95%
	 Val. Loss: 3.040 |  Val. Acc: 56.63%
Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.921 | Train Acc: 62.95%
	 Val. Loss: 3.030 |  Val. Acc: 56.63%
Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.910 | Train Acc: 62.95%
	 Val. Loss: 3.020 |  Val. Acc: 56.63%
Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.900 | Train Acc: 62.95%
	 Val. Loss: 3.011 |  Val. Acc: 56.63%
Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.889 | Train Acc: 62.95%
	 Val. Loss: 3.001 |  Val. Acc: 56.63%
Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.878 | Train Acc: 62.95%
	 Val. Loss: 2.991 |  Val. Acc: 56.63%
Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.868 | Train Acc: 62.95%
	 Val. Loss: 2.981 |  Val. Acc: 56.63%
Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.857 | Train Acc: 62.95%
	 Val. Loss: 2.971 |  Val. Acc: 56.63%
Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.846 | Train Acc: 62.95%
	 Val. Loss: 2.961 |  Val. Acc: 56.63%
Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.835 | Train Acc: 62.95%
	 Val. Loss: 2.951 |  Val. Acc: 56.63%
Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.824 | Train Acc: 62.95%
	 Val. Loss: 2.940 |  Val. Acc: 56.63%
Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.813 | Train Acc: 62.95%
	 Val. Loss: 2.930 |  Val. Acc: 56.63%
Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.802 | Train Acc: 62.95%
	 Val. Loss: 2.920 |  Val. Acc: 56.63%
Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.790 | Train Acc: 62.95%
	 Val. Loss: 2.909 |  Val. Acc: 56.63%
Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.779 | Train Acc: 62.95%
	 Val. Loss: 2.899 |  Val. Acc: 56.63%
Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.768 | Train Acc: 62.95%
	 Val. Loss: 2.888 |  Val. Acc: 56.63%
Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.756 | Train Acc: 62.95%
	 Val. Loss: 2.878 |  Val. Acc: 56.63%
Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.745 | Train Acc: 62.95%
	 Val. Loss: 2.867 |  Val. Acc: 56.63%
Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.734 | Train Acc: 62.95%
	 Val. Loss: 2.857 |  Val. Acc: 56.63%
Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.722 | Train Acc: 62.95%
	 Val. Loss: 2.846 |  Val. Acc: 56.63%
Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.710 | Train Acc: 62.95%
	 Val. Loss: 2.835 |  Val. Acc: 56.63%
Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.699 | Train Acc: 62.95%
	 Val. Loss: 2.825 |  Val. Acc: 56.63%
Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.687 | Train Acc: 62.95%
	 Val. Loss: 2.814 |  Val. Acc: 56.63%
Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.676 | Train Acc: 62.95%
	 Val. Loss: 2.803 |  Val. Acc: 56.63%
Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.664 | Train Acc: 62.95%
	 Val. Loss: 2.792 |  Val. Acc: 56.63%
Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.652 | Train Acc: 62.95%
	 Val. Loss: 2.782 |  Val. Acc: 56.63%
Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.640 | Train Acc: 62.95%
	 Val. Loss: 2.771 |  Val. Acc: 56.63%
Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.628 | Train Acc: 62.95%
	 Val. Loss: 2.760 |  Val. Acc: 56.63%
Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.616 | Train Acc: 62.95%
	 Val. Loss: 2.749 |  Val. Acc: 56.63%
Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.604 | Train Acc: 62.95%
	 Val. Loss: 2.738 |  Val. Acc: 56.63%
Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.593 | Train Acc: 62.95%
	 Val. Loss: 2.727 |  Val. Acc: 56.63%
Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.581 | Train Acc: 62.95%
	 Val. Loss: 2.716 |  Val. Acc: 56.63%
Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.569 | Train Acc: 62.95%
	 Val. Loss: 2.705 |  Val. Acc: 56.63%
Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.556 | Train Acc: 62.95%
	 Val. Loss: 2.693 |  Val. Acc: 56.63%
Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.544 | Train Acc: 62.95%
	 Val. Loss: 2.682 |  Val. Acc: 56.63%
Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.532 | Train Acc: 62.95%
	 Val. Loss: 2.671 |  Val. Acc: 56.63%
Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.520 | Train Acc: 62.95%
	 Val. Loss: 2.660 |  Val. Acc: 56.63%
Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.508 | Train Acc: 62.95%
	 Val. Loss: 2.649 |  Val. Acc: 56.63%
Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.496 | Train Acc: 62.95%
	 Val. Loss: 2.638 |  Val. Acc: 56.63%
Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.484 | Train Acc: 62.95%
	 Val. Loss: 2.627 |  Val. Acc: 56.63%
Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.472 | Train Acc: 62.95%
	 Val. Loss: 2.615 |  Val. Acc: 56.63%
Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.459 | Train Acc: 62.95%
	 Val. Loss: 2.604 |  Val. Acc: 56.63%
Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.447 | Train Acc: 62.95%
	 Val. Loss: 2.593 |  Val. Acc: 56.63%
Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.435 | Train Acc: 62.95%
	 Val. Loss: 2.582 |  Val. Acc: 56.63%
Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.423 | Train Acc: 62.95%
	 Val. Loss: 2.571 |  Val. Acc: 56.63%
Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.411 | Train Acc: 62.95%
	 Val. Loss: 2.559 |  Val. Acc: 56.63%
Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.399 | Train Acc: 62.95%
	 Val. Loss: 2.548 |  Val. Acc: 56.63%
Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.386 | Train Acc: 62.95%
	 Val. Loss: 2.537 |  Val. Acc: 56.63%
Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.374 | Train Acc: 62.95%
	 Val. Loss: 2.526 |  Val. Acc: 56.63%
Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.362 | Train Acc: 62.95%
	 Val. Loss: 2.515 |  Val. Acc: 56.63%
Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.350 | Train Acc: 62.95%
	 Val. Loss: 2.504 |  Val. Acc: 56.63%
Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.338 | Train Acc: 62.95%
	 Val. Loss: 2.492 |  Val. Acc: 56.63%
Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.326 | Train Acc: 62.95%
	 Val. Loss: 2.481 |  Val. Acc: 56.63%
Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.314 | Train Acc: 62.95%
	 Val. Loss: 2.470 |  Val. Acc: 56.63%
Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.302 | Train Acc: 62.95%
	 Val. Loss: 2.459 |  Val. Acc: 56.63%
Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.290 | Train Acc: 62.95%
	 Val. Loss: 2.448 |  Val. Acc: 56.63%
Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.278 | Train Acc: 62.95%
	 Val. Loss: 2.437 |  Val. Acc: 56.63%
Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.266 | Train Acc: 62.95%
	 Val. Loss: 2.426 |  Val. Acc: 56.63%
Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.254 | Train Acc: 62.95%
	 Val. Loss: 2.416 |  Val. Acc: 56.63%
Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.242 | Train Acc: 62.95%
	 Val. Loss: 2.405 |  Val. Acc: 56.63%
Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.230 | Train Acc: 62.95%
	 Val. Loss: 2.394 |  Val. Acc: 56.63%
Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.218 | Train Acc: 62.95%
	 Val. Loss: 2.383 |  Val. Acc: 56.63%
Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.207 | Train Acc: 62.95%
	 Val. Loss: 2.372 |  Val. Acc: 56.63%
Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.195 | Train Acc: 62.95%
	 Val. Loss: 2.362 |  Val. Acc: 56.63%
Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.183 | Train Acc: 62.95%
	 Val. Loss: 2.351 |  Val. Acc: 56.63%
Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.172 | Train Acc: 62.95%
	 Val. Loss: 2.340 |  Val. Acc: 56.63%
Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.160 | Train Acc: 62.95%
	 Val. Loss: 2.330 |  Val. Acc: 56.63%
Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.149 | Train Acc: 62.95%
	 Val. Loss: 2.319 |  Val. Acc: 56.63%
Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.137 | Train Acc: 62.95%
	 Val. Loss: 2.309 |  Val. Acc: 56.63%
Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.126 | Train Acc: 62.95%
	 Val. Loss: 2.299 |  Val. Acc: 56.63%
Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.115 | Train Acc: 62.95%
	 Val. Loss: 2.288 |  Val. Acc: 56.63%
Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.104 | Train Acc: 62.95%
	 Val. Loss: 2.278 |  Val. Acc: 56.63%
Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.093 | Train Acc: 62.95%
	 Val. Loss: 2.268 |  Val. Acc: 56.63%
Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.082 | Train Acc: 62.95%
	 Val. Loss: 2.258 |  Val. Acc: 56.63%
Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.071 | Train Acc: 62.95%
	 Val. Loss: 2.248 |  Val. Acc: 56.63%
Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.060 | Train Acc: 62.95%
	 Val. Loss: 2.238 |  Val. Acc: 56.63%
Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.049 | Train Acc: 62.95%
	 Val. Loss: 2.228 |  Val. Acc: 56.63%
Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.038 | Train Acc: 62.95%
	 Val. Loss: 2.218 |  Val. Acc: 56.63%
Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.028 | Train Acc: 62.95%
	 Val. Loss: 2.209 |  Val. Acc: 56.63%
Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.017 | Train Acc: 62.95%
	 Val. Loss: 2.199 |  Val. Acc: 56.63%
Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.007 | Train Acc: 62.95%
	 Val. Loss: 2.190 |  Val. Acc: 56.63%
Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.996 | Train Acc: 62.95%
	 Val. Loss: 2.180 |  Val. Acc: 56.63%
Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.986 | Train Acc: 62.95%
	 Val. Loss: 2.171 |  Val. Acc: 56.63%
Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.976 | Train Acc: 62.95%
	 Val. Loss: 2.161 |  Val. Acc: 56.63%
Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.966 | Train Acc: 62.95%
	 Val. Loss: 2.152 |  Val. Acc: 56.63%
Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.956 | Train Acc: 62.95%
	 Val. Loss: 2.143 |  Val. Acc: 56.63%
Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.946 | Train Acc: 62.95%
	 Val. Loss: 2.134 |  Val. Acc: 56.63%
Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.936 | Train Acc: 62.95%
	 Val. Loss: 2.125 |  Val. Acc: 56.63%
Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.926 | Train Acc: 62.95%
	 Val. Loss: 2.116 |  Val. Acc: 56.63%
Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.917 | Train Acc: 62.95%
	 Val. Loss: 2.107 |  Val. Acc: 56.63%
Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.907 | Train Acc: 62.95%
	 Val. Loss: 2.099 |  Val. Acc: 56.63%
Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.898 | Train Acc: 62.95%
	 Val. Loss: 2.090 |  Val. Acc: 56.63%
Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.889 | Train Acc: 62.95%
	 Val. Loss: 2.081 |  Val. Acc: 56.63%
Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.879 | Train Acc: 62.95%
	 Val. Loss: 2.073 |  Val. Acc: 56.63%
Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.870 | Train Acc: 62.95%
	 Val. Loss: 2.064 |  Val. Acc: 56.63%
Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.861 | Train Acc: 62.95%
	 Val. Loss: 2.056 |  Val. Acc: 56.63%
Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.852 | Train Acc: 62.95%
	 Val. Loss: 2.048 |  Val. Acc: 56.63%
Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.844 | Train Acc: 62.95%
	 Val. Loss: 2.040 |  Val. Acc: 56.63%
Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.835 | Train Acc: 62.95%
	 Val. Loss: 2.032 |  Val. Acc: 56.63%
Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.826 | Train Acc: 62.95%
	 Val. Loss: 2.024 |  Val. Acc: 56.63%
Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.818 | Train Acc: 62.95%
	 Val. Loss: 2.016 |  Val. Acc: 56.63%
Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.809 | Train Acc: 62.95%
	 Val. Loss: 2.008 |  Val. Acc: 56.63%
Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.801 | Train Acc: 62.95%
	 Val. Loss: 2.000 |  Val. Acc: 56.63%
Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.793 | Train Acc: 62.95%
	 Val. Loss: 1.993 |  Val. Acc: 56.63%
Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.784 | Train Acc: 62.95%
	 Val. Loss: 1.985 |  Val. Acc: 56.63%
Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.776 | Train Acc: 62.95%
	 Val. Loss: 1.978 |  Val. Acc: 56.63%
Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.768 | Train Acc: 62.95%
	 Val. Loss: 1.970 |  Val. Acc: 56.63%
Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.761 | Train Acc: 62.95%
	 Val. Loss: 1.963 |  Val. Acc: 56.63%
Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.753 | Train Acc: 62.95%
	 Val. Loss: 1.956 |  Val. Acc: 56.63%
Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.745 | Train Acc: 62.95%
	 Val. Loss: 1.948 |  Val. Acc: 56.63%
Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.737 | Train Acc: 62.95%
	 Val. Loss: 1.941 |  Val. Acc: 56.63%
Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.730 | Train Acc: 62.95%
	 Val. Loss: 1.934 |  Val. Acc: 56.63%
Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.723 | Train Acc: 62.95%
	 Val. Loss: 1.927 |  Val. Acc: 56.63%
Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.715 | Train Acc: 62.95%
	 Val. Loss: 1.921 |  Val. Acc: 56.63%
Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.708 | Train Acc: 62.95%
	 Val. Loss: 1.914 |  Val. Acc: 56.63%
Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.701 | Train Acc: 62.95%
	 Val. Loss: 1.907 |  Val. Acc: 56.63%
Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.694 | Train Acc: 62.95%
	 Val. Loss: 1.900 |  Val. Acc: 56.63%
Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.687 | Train Acc: 62.95%
	 Val. Loss: 1.894 |  Val. Acc: 56.63%
Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.680 | Train Acc: 62.95%
	 Val. Loss: 1.887 |  Val. Acc: 56.63%
Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.673 | Train Acc: 62.95%
	 Val. Loss: 1.881 |  Val. Acc: 56.63%
Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.666 | Train Acc: 62.95%
	 Val. Loss: 1.874 |  Val. Acc: 56.63%
Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.660 | Train Acc: 62.95%
	 Val. Loss: 1.868 |  Val. Acc: 56.63%
Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.653 | Train Acc: 62.95%
	 Val. Loss: 1.862 |  Val. Acc: 56.63%
Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.646 | Train Acc: 62.95%
	 Val. Loss: 1.856 |  Val. Acc: 56.63%
Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.640 | Train Acc: 62.95%
	 Val. Loss: 1.850 |  Val. Acc: 56.63%
Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.634 | Train Acc: 62.95%
	 Val. Loss: 1.843 |  Val. Acc: 56.63%
Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.627 | Train Acc: 62.95%
	 Val. Loss: 1.837 |  Val. Acc: 56.63%
Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.621 | Train Acc: 62.95%
	 Val. Loss: 1.832 |  Val. Acc: 56.63%
Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.615 | Train Acc: 62.95%
	 Val. Loss: 1.826 |  Val. Acc: 56.63%
Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.609 | Train Acc: 62.95%
	 Val. Loss: 1.820 |  Val. Acc: 56.63%
Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.603 | Train Acc: 62.95%
	 Val. Loss: 1.814 |  Val. Acc: 56.63%
Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.597 | Train Acc: 62.95%
	 Val. Loss: 1.808 |  Val. Acc: 56.63%
Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.591 | Train Acc: 62.95%
	 Val. Loss: 1.803 |  Val. Acc: 56.63%
Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.585 | Train Acc: 62.95%
	 Val. Loss: 1.797 |  Val. Acc: 56.63%
Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.579 | Train Acc: 62.95%
	 Val. Loss: 1.792 |  Val. Acc: 56.63%
Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.574 | Train Acc: 62.95%
	 Val. Loss: 1.786 |  Val. Acc: 56.63%
Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.568 | Train Acc: 62.95%
	 Val. Loss: 1.781 |  Val. Acc: 56.63%
Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.563 | Train Acc: 62.95%
	 Val. Loss: 1.775 |  Val. Acc: 56.63%
Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.557 | Train Acc: 62.95%
	 Val. Loss: 1.770 |  Val. Acc: 56.63%
Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.552 | Train Acc: 62.95%
	 Val. Loss: 1.764 |  Val. Acc: 56.63%
Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.546 | Train Acc: 62.95%
	 Val. Loss: 1.759 |  Val. Acc: 56.63%
Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.541 | Train Acc: 62.95%
	 Val. Loss: 1.754 |  Val. Acc: 56.63%
Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.536 | Train Acc: 62.95%
	 Val. Loss: 1.749 |  Val. Acc: 56.63%
Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.530 | Train Acc: 62.95%
	 Val. Loss: 1.744 |  Val. Acc: 56.63%
Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.525 | Train Acc: 62.95%
	 Val. Loss: 1.739 |  Val. Acc: 56.63%
Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.520 | Train Acc: 62.95%
	 Val. Loss: 1.734 |  Val. Acc: 56.63%
Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.515 | Train Acc: 62.95%
	 Val. Loss: 1.729 |  Val. Acc: 56.63%
Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.510 | Train Acc: 62.95%
	 Val. Loss: 1.724 |  Val. Acc: 56.63%
Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.505 | Train Acc: 62.95%
	 Val. Loss: 1.719 |  Val. Acc: 56.63%
Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.500 | Train Acc: 62.95%
	 Val. Loss: 1.714 |  Val. Acc: 56.63%
Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.495 | Train Acc: 62.95%
	 Val. Loss: 1.709 |  Val. Acc: 56.63%
Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.490 | Train Acc: 62.95%
	 Val. Loss: 1.704 |  Val. Acc: 56.63%
Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.485 | Train Acc: 62.95%
	 Val. Loss: 1.699 |  Val. Acc: 56.63%
Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.481 | Train Acc: 62.95%
	 Val. Loss: 1.694 |  Val. Acc: 56.63%
Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.476 | Train Acc: 62.95%
	 Val. Loss: 1.690 |  Val. Acc: 56.63%
Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.471 | Train Acc: 62.95%
	 Val. Loss: 1.685 |  Val. Acc: 56.63%
Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.467 | Train Acc: 62.95%
	 Val. Loss: 1.680 |  Val. Acc: 56.63%
Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.462 | Train Acc: 62.95%
	 Val. Loss: 1.676 |  Val. Acc: 56.63%
Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.458 | Train Acc: 62.95%
	 Val. Loss: 1.671 |  Val. Acc: 56.63%
Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.453 | Train Acc: 62.95%
	 Val. Loss: 1.667 |  Val. Acc: 56.63%
Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.448 | Train Acc: 62.95%
	 Val. Loss: 1.662 |  Val. Acc: 56.63%
Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.444 | Train Acc: 62.95%
	 Val. Loss: 1.658 |  Val. Acc: 56.63%
Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.440 | Train Acc: 62.95%
	 Val. Loss: 1.653 |  Val. Acc: 56.63%
Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.435 | Train Acc: 62.95%
	 Val. Loss: 1.649 |  Val. Acc: 56.63%
Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.431 | Train Acc: 62.95%
	 Val. Loss: 1.644 |  Val. Acc: 56.63%
Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.427 | Train Acc: 62.95%
	 Val. Loss: 1.640 |  Val. Acc: 56.63%
Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.422 | Train Acc: 62.95%
	 Val. Loss: 1.635 |  Val. Acc: 56.63%
Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.418 | Train Acc: 62.95%
	 Val. Loss: 1.631 |  Val. Acc: 56.63%
Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.414 | Train Acc: 62.95%
	 Val. Loss: 1.627 |  Val. Acc: 56.63%
Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.410 | Train Acc: 62.95%
	 Val. Loss: 1.623 |  Val. Acc: 56.63%
Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.406 | Train Acc: 62.95%
	 Val. Loss: 1.618 |  Val. Acc: 56.63%
Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.401 | Train Acc: 62.95%
	 Val. Loss: 1.614 |  Val. Acc: 56.63%
Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.397 | Train Acc: 62.95%
	 Val. Loss: 1.610 |  Val. Acc: 56.63%
Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.393 | Train Acc: 62.95%
	 Val. Loss: 1.606 |  Val. Acc: 56.63%
Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.389 | Train Acc: 62.95%
	 Val. Loss: 1.601 |  Val. Acc: 56.63%
Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.385 | Train Acc: 62.95%
	 Val. Loss: 1.597 |  Val. Acc: 56.63%
Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.381 | Train Acc: 62.95%
	 Val. Loss: 1.593 |  Val. Acc: 56.63%
Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.377 | Train Acc: 62.95%
	 Val. Loss: 1.589 |  Val. Acc: 56.63%
Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.373 | Train Acc: 62.95%
	 Val. Loss: 1.585 |  Val. Acc: 56.63%
Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.369 | Train Acc: 62.95%
	 Val. Loss: 1.581 |  Val. Acc: 56.63%
Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.365 | Train Acc: 62.95%
	 Val. Loss: 1.577 |  Val. Acc: 56.63%
Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.362 | Train Acc: 62.95%
	 Val. Loss: 1.573 |  Val. Acc: 56.63%
Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.358 | Train Acc: 62.95%
	 Val. Loss: 1.569 |  Val. Acc: 56.63%
Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.354 | Train Acc: 62.95%
	 Val. Loss: 1.565 |  Val. Acc: 56.63%
Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.350 | Train Acc: 62.95%
	 Val. Loss: 1.561 |  Val. Acc: 56.63%
Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.346 | Train Acc: 62.95%
	 Val. Loss: 1.557 |  Val. Acc: 56.63%
Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.343 | Train Acc: 62.95%
	 Val. Loss: 1.553 |  Val. Acc: 56.63%
Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.339 | Train Acc: 62.95%
	 Val. Loss: 1.549 |  Val. Acc: 56.63%
Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.335 | Train Acc: 62.95%
	 Val. Loss: 1.545 |  Val. Acc: 56.63%
Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.331 | Train Acc: 62.95%
	 Val. Loss: 1.541 |  Val. Acc: 56.63%
Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.328 | Train Acc: 62.95%
	 Val. Loss: 1.537 |  Val. Acc: 56.63%
Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.324 | Train Acc: 62.95%
	 Val. Loss: 1.533 |  Val. Acc: 56.63%
Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.320 | Train Acc: 62.95%
	 Val. Loss: 1.529 |  Val. Acc: 56.63%
Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.317 | Train Acc: 62.95%
	 Val. Loss: 1.525 |  Val. Acc: 56.63%
Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.313 | Train Acc: 62.95%
	 Val. Loss: 1.521 |  Val. Acc: 56.63%
Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.310 | Train Acc: 62.95%
	 Val. Loss: 1.518 |  Val. Acc: 56.63%
Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.306 | Train Acc: 62.95%
	 Val. Loss: 1.514 |  Val. Acc: 56.63%
Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.302 | Train Acc: 62.95%
	 Val. Loss: 1.510 |  Val. Acc: 56.63%
Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.299 | Train Acc: 62.95%
	 Val. Loss: 1.506 |  Val. Acc: 56.63%
Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.295 | Train Acc: 62.95%
	 Val. Loss: 1.502 |  Val. Acc: 56.63%
Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.292 | Train Acc: 62.95%
	 Val. Loss: 1.499 |  Val. Acc: 56.63%
Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.288 | Train Acc: 62.95%
	 Val. Loss: 1.495 |  Val. Acc: 56.63%
Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.285 | Train Acc: 62.95%
	 Val. Loss: 1.491 |  Val. Acc: 56.63%
Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.281 | Train Acc: 62.95%
	 Val. Loss: 1.487 |  Val. Acc: 56.63%
Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.278 | Train Acc: 62.95%
	 Val. Loss: 1.484 |  Val. Acc: 56.63%
Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.275 | Train Acc: 62.95%
	 Val. Loss: 1.480 |  Val. Acc: 56.63%
Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.271 | Train Acc: 62.95%
	 Val. Loss: 1.476 |  Val. Acc: 56.63%
Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.268 | Train Acc: 62.95%
	 Val. Loss: 1.473 |  Val. Acc: 56.63%
Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.264 | Train Acc: 62.95%
	 Val. Loss: 1.469 |  Val. Acc: 56.63%
Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.261 | Train Acc: 62.95%
	 Val. Loss: 1.465 |  Val. Acc: 56.63%
Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.258 | Train Acc: 62.95%
	 Val. Loss: 1.462 |  Val. Acc: 56.63%
Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.254 | Train Acc: 62.95%
	 Val. Loss: 1.458 |  Val. Acc: 56.63%
Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.251 | Train Acc: 62.95%
	 Val. Loss: 1.454 |  Val. Acc: 56.63%
Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.248 | Train Acc: 62.95%
	 Val. Loss: 1.451 |  Val. Acc: 56.63%
Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.244 | Train Acc: 62.95%
	 Val. Loss: 1.447 |  Val. Acc: 56.63%
Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.241 | Train Acc: 62.95%
	 Val. Loss: 1.443 |  Val. Acc: 56.63%
Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.238 | Train Acc: 62.95%
	 Val. Loss: 1.440 |  Val. Acc: 56.63%
Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.234 | Train Acc: 62.95%
	 Val. Loss: 1.436 |  Val. Acc: 56.63%
Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.231 | Train Acc: 62.95%
	 Val. Loss: 1.433 |  Val. Acc: 56.63%
Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.228 | Train Acc: 62.95%
	 Val. Loss: 1.429 |  Val. Acc: 56.63%
Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.225 | Train Acc: 62.95%
	 Val. Loss: 1.426 |  Val. Acc: 56.63%
Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.221 | Train Acc: 62.95%
	 Val. Loss: 1.422 |  Val. Acc: 56.63%
Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.218 | Train Acc: 62.95%
	 Val. Loss: 1.419 |  Val. Acc: 56.63%
Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.215 | Train Acc: 62.95%
	 Val. Loss: 1.415 |  Val. Acc: 56.63%
Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.212 | Train Acc: 62.95%
	 Val. Loss: 1.411 |  Val. Acc: 56.63%
Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.209 | Train Acc: 62.95%
	 Val. Loss: 1.408 |  Val. Acc: 56.63%
Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.206 | Train Acc: 62.95%
	 Val. Loss: 1.404 |  Val. Acc: 56.63%
Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.202 | Train Acc: 62.95%
	 Val. Loss: 1.401 |  Val. Acc: 56.63%
Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.199 | Train Acc: 62.95%
	 Val. Loss: 1.398 |  Val. Acc: 56.63%
Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.196 | Train Acc: 62.95%
	 Val. Loss: 1.394 |  Val. Acc: 56.63%
Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.193 | Train Acc: 62.95%
	 Val. Loss: 1.391 |  Val. Acc: 56.63%
Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.190 | Train Acc: 62.95%
	 Val. Loss: 1.387 |  Val. Acc: 56.63%
Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.187 | Train Acc: 62.95%
	 Val. Loss: 1.384 |  Val. Acc: 56.63%
Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.184 | Train Acc: 62.95%
	 Val. Loss: 1.380 |  Val. Acc: 56.63%
Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.181 | Train Acc: 62.95%
	 Val. Loss: 1.377 |  Val. Acc: 56.63%
Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.178 | Train Acc: 62.95%
	 Val. Loss: 1.373 |  Val. Acc: 56.63%
Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.175 | Train Acc: 62.95%
	 Val. Loss: 1.370 |  Val. Acc: 56.63%
Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.172 | Train Acc: 62.95%
	 Val. Loss: 1.367 |  Val. Acc: 56.63%
Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.169 | Train Acc: 62.95%
	 Val. Loss: 1.363 |  Val. Acc: 56.63%
Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.166 | Train Acc: 62.95%
	 Val. Loss: 1.360 |  Val. Acc: 56.63%
Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.163 | Train Acc: 62.95%
	 Val. Loss: 1.356 |  Val. Acc: 56.63%
Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.160 | Train Acc: 62.95%
	 Val. Loss: 1.353 |  Val. Acc: 56.63%
Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.157 | Train Acc: 62.95%
	 Val. Loss: 1.350 |  Val. Acc: 56.63%
Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.154 | Train Acc: 62.95%
	 Val. Loss: 1.346 |  Val. Acc: 56.63%
Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.151 | Train Acc: 62.95%
	 Val. Loss: 1.343 |  Val. Acc: 56.63%
Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.148 | Train Acc: 62.95%
	 Val. Loss: 1.340 |  Val. Acc: 56.63%
Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.145 | Train Acc: 62.95%
	 Val. Loss: 1.336 |  Val. Acc: 56.63%
Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.142 | Train Acc: 62.95%
	 Val. Loss: 1.333 |  Val. Acc: 56.63%
Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.139 | Train Acc: 62.95%
	 Val. Loss: 1.330 |  Val. Acc: 56.63%
Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.136 | Train Acc: 62.95%
	 Val. Loss: 1.327 |  Val. Acc: 56.63%
Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.133 | Train Acc: 62.95%
	 Val. Loss: 1.323 |  Val. Acc: 56.63%
Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.130 | Train Acc: 62.95%
	 Val. Loss: 1.320 |  Val. Acc: 56.63%
Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.127 | Train Acc: 62.95%
	 Val. Loss: 1.317 |  Val. Acc: 56.63%
Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.125 | Train Acc: 62.95%
	 Val. Loss: 1.314 |  Val. Acc: 56.63%
Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.122 | Train Acc: 62.95%
	 Val. Loss: 1.310 |  Val. Acc: 56.63%
Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.119 | Train Acc: 62.95%
	 Val. Loss: 1.307 |  Val. Acc: 56.63%
Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.116 | Train Acc: 62.95%
	 Val. Loss: 1.304 |  Val. Acc: 56.63%
Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.113 | Train Acc: 62.95%
	 Val. Loss: 1.301 |  Val. Acc: 56.63%
Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.110 | Train Acc: 62.95%
	 Val. Loss: 1.298 |  Val. Acc: 56.63%
Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.108 | Train Acc: 62.95%
	 Val. Loss: 1.294 |  Val. Acc: 56.63%
Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.105 | Train Acc: 62.95%
	 Val. Loss: 1.291 |  Val. Acc: 56.63%
Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.102 | Train Acc: 62.95%
	 Val. Loss: 1.288 |  Val. Acc: 56.63%
Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.099 | Train Acc: 62.95%
	 Val. Loss: 1.285 |  Val. Acc: 56.63%
Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.097 | Train Acc: 62.95%
	 Val. Loss: 1.282 |  Val. Acc: 56.63%
Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.094 | Train Acc: 62.95%
	 Val. Loss: 1.279 |  Val. Acc: 56.63%
Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.091 | Train Acc: 62.95%
	 Val. Loss: 1.275 |  Val. Acc: 56.63%
Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.088 | Train Acc: 62.95%
	 Val. Loss: 1.272 |  Val. Acc: 56.63%
Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.086 | Train Acc: 62.95%
	 Val. Loss: 1.269 |  Val. Acc: 56.63%
Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.083 | Train Acc: 62.95%
	 Val. Loss: 1.266 |  Val. Acc: 56.63%
Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.080 | Train Acc: 62.95%
	 Val. Loss: 1.263 |  Val. Acc: 56.63%
Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.078 | Train Acc: 62.95%
	 Val. Loss: 1.260 |  Val. Acc: 56.63%
Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.075 | Train Acc: 62.95%
	 Val. Loss: 1.257 |  Val. Acc: 56.63%
Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.072 | Train Acc: 62.95%
	 Val. Loss: 1.254 |  Val. Acc: 56.63%
Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.070 | Train Acc: 62.95%
	 Val. Loss: 1.251 |  Val. Acc: 56.63%
Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.067 | Train Acc: 62.95%
	 Val. Loss: 1.248 |  Val. Acc: 56.63%
Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.064 | Train Acc: 62.95%
	 Val. Loss: 1.245 |  Val. Acc: 56.63%
Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.062 | Train Acc: 62.95%
	 Val. Loss: 1.242 |  Val. Acc: 56.63%
Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.059 | Train Acc: 62.95%
	 Val. Loss: 1.239 |  Val. Acc: 56.63%
Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.057 | Train Acc: 62.95%
	 Val. Loss: 1.236 |  Val. Acc: 56.63%
Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.054 | Train Acc: 62.95%
	 Val. Loss: 1.233 |  Val. Acc: 56.63%
Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.052 | Train Acc: 62.95%
	 Val. Loss: 1.230 |  Val. Acc: 56.63%
Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.049 | Train Acc: 62.95%
	 Val. Loss: 1.227 |  Val. Acc: 56.63%
Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.047 | Train Acc: 62.95%
	 Val. Loss: 1.224 |  Val. Acc: 56.63%
Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.044 | Train Acc: 62.95%
	 Val. Loss: 1.221 |  Val. Acc: 56.63%
Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.042 | Train Acc: 62.95%
	 Val. Loss: 1.218 |  Val. Acc: 56.63%
Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.039 | Train Acc: 62.95%
	 Val. Loss: 1.215 |  Val. Acc: 56.63%
Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.037 | Train Acc: 62.95%
	 Val. Loss: 1.212 |  Val. Acc: 56.63%
Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.034 | Train Acc: 62.95%
	 Val. Loss: 1.209 |  Val. Acc: 56.63%
Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.032 | Train Acc: 62.95%
	 Val. Loss: 1.207 |  Val. Acc: 56.63%
Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.029 | Train Acc: 62.95%
	 Val. Loss: 1.204 |  Val. Acc: 56.63%
Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.027 | Train Acc: 62.95%
	 Val. Loss: 1.201 |  Val. Acc: 56.63%
Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.024 | Train Acc: 62.95%
	 Val. Loss: 1.198 |  Val. Acc: 56.63%
Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.022 | Train Acc: 62.95%
	 Val. Loss: 1.195 |  Val. Acc: 56.63%
Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.020 | Train Acc: 62.95%
	 Val. Loss: 1.192 |  Val. Acc: 56.63%
Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.017 | Train Acc: 62.95%
	 Val. Loss: 1.190 |  Val. Acc: 56.63%
Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.015 | Train Acc: 62.95%
	 Val. Loss: 1.187 |  Val. Acc: 56.63%
Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.013 | Train Acc: 62.95%
	 Val. Loss: 1.184 |  Val. Acc: 56.63%
Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.010 | Train Acc: 62.95%
	 Val. Loss: 1.181 |  Val. Acc: 56.63%
Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.008 | Train Acc: 62.95%
	 Val. Loss: 1.179 |  Val. Acc: 56.63%
Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.006 | Train Acc: 62.95%
	 Val. Loss: 1.176 |  Val. Acc: 56.63%
Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.003 | Train Acc: 62.95%
	 Val. Loss: 1.173 |  Val. Acc: 56.63%
Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.001 | Train Acc: 62.95%
	 Val. Loss: 1.171 |  Val. Acc: 56.63%
Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.999 | Train Acc: 62.95%
	 Val. Loss: 1.168 |  Val. Acc: 56.63%
Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.996 | Train Acc: 62.95%
	 Val. Loss: 1.165 |  Val. Acc: 56.63%
Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.994 | Train Acc: 62.95%
	 Val. Loss: 1.163 |  Val. Acc: 56.63%
Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.992 | Train Acc: 62.95%
	 Val. Loss: 1.160 |  Val. Acc: 56.63%
Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.990 | Train Acc: 62.95%
	 Val. Loss: 1.157 |  Val. Acc: 56.63%
Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.987 | Train Acc: 62.95%
	 Val. Loss: 1.155 |  Val. Acc: 56.63%
Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.985 | Train Acc: 62.95%
	 Val. Loss: 1.152 |  Val. Acc: 56.63%
Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.983 | Train Acc: 62.95%
	 Val. Loss: 1.149 |  Val. Acc: 56.63%
Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.981 | Train Acc: 62.95%
	 Val. Loss: 1.147 |  Val. Acc: 56.63%
Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.979 | Train Acc: 62.95%
	 Val. Loss: 1.144 |  Val. Acc: 56.63%
Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.977 | Train Acc: 62.95%
	 Val. Loss: 1.142 |  Val. Acc: 56.63%
Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.975 | Train Acc: 62.95%
	 Val. Loss: 1.139 |  Val. Acc: 56.63%
Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.972 | Train Acc: 62.95%
	 Val. Loss: 1.137 |  Val. Acc: 56.63%
Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.970 | Train Acc: 62.95%
	 Val. Loss: 1.134 |  Val. Acc: 56.63%
Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.968 | Train Acc: 62.95%
	 Val. Loss: 1.132 |  Val. Acc: 56.63%
Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.966 | Train Acc: 62.95%
	 Val. Loss: 1.129 |  Val. Acc: 56.63%
Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.964 | Train Acc: 62.95%
	 Val. Loss: 1.127 |  Val. Acc: 56.63%
Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.962 | Train Acc: 62.95%
	 Val. Loss: 1.124 |  Val. Acc: 56.63%
Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.960 | Train Acc: 62.95%
	 Val. Loss: 1.122 |  Val. Acc: 56.63%
Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.958 | Train Acc: 62.95%
	 Val. Loss: 1.119 |  Val. Acc: 56.63%
Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.956 | Train Acc: 62.95%
	 Val. Loss: 1.117 |  Val. Acc: 56.63%
Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.954 | Train Acc: 62.95%
	 Val. Loss: 1.115 |  Val. Acc: 56.63%
Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.952 | Train Acc: 62.95%
	 Val. Loss: 1.112 |  Val. Acc: 56.63%
Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.950 | Train Acc: 62.95%
	 Val. Loss: 1.110 |  Val. Acc: 56.63%
Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.948 | Train Acc: 62.95%
	 Val. Loss: 1.107 |  Val. Acc: 56.63%
Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.946 | Train Acc: 62.95%
	 Val. Loss: 1.105 |  Val. Acc: 56.63%
Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.944 | Train Acc: 62.95%
	 Val. Loss: 1.103 |  Val. Acc: 56.63%
Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.942 | Train Acc: 62.95%
	 Val. Loss: 1.100 |  Val. Acc: 56.63%
Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.940 | Train Acc: 62.95%
	 Val. Loss: 1.098 |  Val. Acc: 56.63%
Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.938 | Train Acc: 62.95%
	 Val. Loss: 1.096 |  Val. Acc: 56.63%
Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.937 | Train Acc: 62.95%
	 Val. Loss: 1.094 |  Val. Acc: 56.63%
Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.935 | Train Acc: 62.95%
	 Val. Loss: 1.091 |  Val. Acc: 56.63%
Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.933 | Train Acc: 62.95%
	 Val. Loss: 1.089 |  Val. Acc: 56.63%
Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.931 | Train Acc: 62.95%
	 Val. Loss: 1.087 |  Val. Acc: 56.63%
Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.929 | Train Acc: 62.95%
	 Val. Loss: 1.085 |  Val. Acc: 56.63%
Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.927 | Train Acc: 62.95%
	 Val. Loss: 1.082 |  Val. Acc: 56.63%
Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.926 | Train Acc: 62.95%
	 Val. Loss: 1.080 |  Val. Acc: 56.63%
Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.924 | Train Acc: 62.95%
	 Val. Loss: 1.078 |  Val. Acc: 56.63%
Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.922 | Train Acc: 62.95%
	 Val. Loss: 1.076 |  Val. Acc: 56.63%
Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.920 | Train Acc: 62.95%
	 Val. Loss: 1.074 |  Val. Acc: 56.63%
Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.918 | Train Acc: 62.95%
	 Val. Loss: 1.072 |  Val. Acc: 56.63%
Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.917 | Train Acc: 62.95%
	 Val. Loss: 1.069 |  Val. Acc: 56.63%
Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.915 | Train Acc: 62.95%
	 Val. Loss: 1.067 |  Val. Acc: 56.63%
Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.913 | Train Acc: 62.95%
	 Val. Loss: 1.065 |  Val. Acc: 56.63%
Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.912 | Train Acc: 62.95%
	 Val. Loss: 1.063 |  Val. Acc: 56.63%
Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.910 | Train Acc: 62.95%
	 Val. Loss: 1.061 |  Val. Acc: 56.63%
Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.908 | Train Acc: 62.95%
	 Val. Loss: 1.059 |  Val. Acc: 56.63%
Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.907 | Train Acc: 62.95%
	 Val. Loss: 1.057 |  Val. Acc: 56.63%
Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.905 | Train Acc: 62.95%
	 Val. Loss: 1.055 |  Val. Acc: 56.63%
Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.903 | Train Acc: 62.95%
	 Val. Loss: 1.053 |  Val. Acc: 56.63%
Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.902 | Train Acc: 62.95%
	 Val. Loss: 1.051 |  Val. Acc: 56.63%
Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.900 | Train Acc: 62.95%
	 Val. Loss: 1.049 |  Val. Acc: 56.63%
Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.898 | Train Acc: 62.95%
	 Val. Loss: 1.047 |  Val. Acc: 56.63%
Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.897 | Train Acc: 62.95%
	 Val. Loss: 1.045 |  Val. Acc: 56.63%
Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.895 | Train Acc: 62.95%
	 Val. Loss: 1.043 |  Val. Acc: 56.63%
Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.894 | Train Acc: 62.95%
	 Val. Loss: 1.041 |  Val. Acc: 56.63%
Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.892 | Train Acc: 62.95%
	 Val. Loss: 1.039 |  Val. Acc: 56.63%
Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.891 | Train Acc: 62.95%
	 Val. Loss: 1.037 |  Val. Acc: 56.63%
Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.889 | Train Acc: 62.95%
	 Val. Loss: 1.035 |  Val. Acc: 56.63%
Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.887 | Train Acc: 62.95%
	 Val. Loss: 1.033 |  Val. Acc: 56.63%
Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.886 | Train Acc: 62.95%
	 Val. Loss: 1.031 |  Val. Acc: 56.63%
Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.884 | Train Acc: 62.95%
	 Val. Loss: 1.030 |  Val. Acc: 56.63%
Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.883 | Train Acc: 62.95%
	 Val. Loss: 1.028 |  Val. Acc: 56.63%
Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.881 | Train Acc: 62.95%
	 Val. Loss: 1.026 |  Val. Acc: 56.63%
Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.880 | Train Acc: 62.95%
	 Val. Loss: 1.024 |  Val. Acc: 56.63%
Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.879 | Train Acc: 62.95%
	 Val. Loss: 1.022 |  Val. Acc: 56.63%
Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.877 | Train Acc: 62.95%
	 Val. Loss: 1.020 |  Val. Acc: 56.63%
Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.876 | Train Acc: 62.95%
	 Val. Loss: 1.019 |  Val. Acc: 56.63%
Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.874 | Train Acc: 62.95%
	 Val. Loss: 1.017 |  Val. Acc: 56.63%
Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.873 | Train Acc: 62.95%
	 Val. Loss: 1.015 |  Val. Acc: 56.63%
Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.871 | Train Acc: 62.95%
	 Val. Loss: 1.013 |  Val. Acc: 56.63%
Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.870 | Train Acc: 62.95%
	 Val. Loss: 1.012 |  Val. Acc: 56.63%
Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.869 | Train Acc: 62.95%
	 Val. Loss: 1.010 |  Val. Acc: 56.63%
Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.867 | Train Acc: 62.95%
	 Val. Loss: 1.008 |  Val. Acc: 56.63%
Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.866 | Train Acc: 62.95%
	 Val. Loss: 1.006 |  Val. Acc: 56.63%
Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.864 | Train Acc: 62.95%
	 Val. Loss: 1.005 |  Val. Acc: 56.63%
Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.863 | Train Acc: 62.95%
	 Val. Loss: 1.003 |  Val. Acc: 56.63%
Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.862 | Train Acc: 62.95%
	 Val. Loss: 1.001 |  Val. Acc: 56.63%
Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.860 | Train Acc: 62.95%
	 Val. Loss: 1.000 |  Val. Acc: 56.63%
Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.859 | Train Acc: 62.95%
	 Val. Loss: 0.998 |  Val. Acc: 56.63%
Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.858 | Train Acc: 62.95%
	 Val. Loss: 0.996 |  Val. Acc: 56.63%
Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.857 | Train Acc: 62.95%
	 Val. Loss: 0.995 |  Val. Acc: 56.63%
Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.855 | Train Acc: 62.95%
	 Val. Loss: 0.993 |  Val. Acc: 56.63%
Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.854 | Train Acc: 62.95%
	 Val. Loss: 0.992 |  Val. Acc: 56.63%
Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.853 | Train Acc: 62.95%
	 Val. Loss: 0.990 |  Val. Acc: 56.63%
Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.851 | Train Acc: 62.95%
	 Val. Loss: 0.988 |  Val. Acc: 56.63%
Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.850 | Train Acc: 62.95%
	 Val. Loss: 0.987 |  Val. Acc: 56.63%
Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.849 | Train Acc: 62.95%
	 Val. Loss: 0.985 |  Val. Acc: 56.63%
Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.848 | Train Acc: 62.95%
	 Val. Loss: 0.984 |  Val. Acc: 56.63%
Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.846 | Train Acc: 62.95%
	 Val. Loss: 0.982 |  Val. Acc: 56.63%
Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.845 | Train Acc: 62.95%
	 Val. Loss: 0.981 |  Val. Acc: 56.63%
Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.844 | Train Acc: 62.95%
	 Val. Loss: 0.979 |  Val. Acc: 56.63%
Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.843 | Train Acc: 62.95%
	 Val. Loss: 0.977 |  Val. Acc: 56.63%
Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.842 | Train Acc: 62.95%
	 Val. Loss: 0.976 |  Val. Acc: 56.63%
Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.840 | Train Acc: 62.95%
	 Val. Loss: 0.974 |  Val. Acc: 56.63%
Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.839 | Train Acc: 62.95%
	 Val. Loss: 0.973 |  Val. Acc: 56.63%
Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.838 | Train Acc: 62.95%
	 Val. Loss: 0.972 |  Val. Acc: 56.63%
Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.837 | Train Acc: 62.95%
	 Val. Loss: 0.970 |  Val. Acc: 56.63%
Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.836 | Train Acc: 62.95%
	 Val. Loss: 0.969 |  Val. Acc: 56.63%
Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.835 | Train Acc: 62.95%
	 Val. Loss: 0.967 |  Val. Acc: 56.63%
Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.834 | Train Acc: 62.95%
	 Val. Loss: 0.966 |  Val. Acc: 56.63%
Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.832 | Train Acc: 62.95%
	 Val. Loss: 0.964 |  Val. Acc: 56.63%
Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.831 | Train Acc: 62.95%
	 Val. Loss: 0.963 |  Val. Acc: 56.63%
Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.830 | Train Acc: 62.95%
	 Val. Loss: 0.961 |  Val. Acc: 56.63%
Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.829 | Train Acc: 62.95%
	 Val. Loss: 0.960 |  Val. Acc: 56.63%
Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.828 | Train Acc: 62.95%
	 Val. Loss: 0.959 |  Val. Acc: 56.63%
Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.827 | Train Acc: 62.95%
	 Val. Loss: 0.957 |  Val. Acc: 56.63%
Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.826 | Train Acc: 62.95%
	 Val. Loss: 0.956 |  Val. Acc: 56.63%
Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.825 | Train Acc: 62.95%
	 Val. Loss: 0.955 |  Val. Acc: 56.63%
Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.824 | Train Acc: 62.95%
	 Val. Loss: 0.953 |  Val. Acc: 56.63%
Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.823 | Train Acc: 62.95%
	 Val. Loss: 0.952 |  Val. Acc: 56.63%
Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.822 | Train Acc: 62.95%
	 Val. Loss: 0.950 |  Val. Acc: 56.63%
Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.820 | Train Acc: 62.95%
	 Val. Loss: 0.949 |  Val. Acc: 56.63%
Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.819 | Train Acc: 62.95%
	 Val. Loss: 0.948 |  Val. Acc: 56.63%
Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.818 | Train Acc: 62.95%
	 Val. Loss: 0.947 |  Val. Acc: 56.63%
Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.817 | Train Acc: 62.95%
	 Val. Loss: 0.945 |  Val. Acc: 56.63%
Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.816 | Train Acc: 62.95%
	 Val. Loss: 0.944 |  Val. Acc: 56.63%
Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.815 | Train Acc: 62.95%
	 Val. Loss: 0.943 |  Val. Acc: 56.63%
Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.814 | Train Acc: 62.95%
	 Val. Loss: 0.941 |  Val. Acc: 56.63%
Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.813 | Train Acc: 62.95%
	 Val. Loss: 0.940 |  Val. Acc: 56.63%
Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.812 | Train Acc: 62.95%
	 Val. Loss: 0.939 |  Val. Acc: 56.63%
Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.811 | Train Acc: 62.95%
	 Val. Loss: 0.938 |  Val. Acc: 56.63%
Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.810 | Train Acc: 62.95%
	 Val. Loss: 0.936 |  Val. Acc: 56.63%
Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.809 | Train Acc: 62.95%
	 Val. Loss: 0.935 |  Val. Acc: 56.63%
Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.808 | Train Acc: 62.95%
	 Val. Loss: 0.934 |  Val. Acc: 56.63%
Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.808 | Train Acc: 62.95%
	 Val. Loss: 0.933 |  Val. Acc: 56.63%
Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.807 | Train Acc: 62.95%
	 Val. Loss: 0.931 |  Val. Acc: 56.63%
Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.806 | Train Acc: 62.95%
	 Val. Loss: 0.930 |  Val. Acc: 56.63%
Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.805 | Train Acc: 62.95%
	 Val. Loss: 0.929 |  Val. Acc: 56.63%
Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.804 | Train Acc: 62.95%
	 Val. Loss: 0.928 |  Val. Acc: 56.63%
Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.803 | Train Acc: 62.95%
	 Val. Loss: 0.927 |  Val. Acc: 56.63%
Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.802 | Train Acc: 62.95%
	 Val. Loss: 0.925 |  Val. Acc: 56.63%
Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.801 | Train Acc: 62.95%
	 Val. Loss: 0.924 |  Val. Acc: 56.63%
Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.800 | Train Acc: 62.95%
	 Val. Loss: 0.923 |  Val. Acc: 56.63%
Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.799 | Train Acc: 62.95%
	 Val. Loss: 0.922 |  Val. Acc: 56.63%
Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.798 | Train Acc: 62.95%
	 Val. Loss: 0.921 |  Val. Acc: 56.63%
Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.797 | Train Acc: 62.95%
	 Val. Loss: 0.920 |  Val. Acc: 56.63%
Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.796 | Train Acc: 62.95%
	 Val. Loss: 0.918 |  Val. Acc: 56.63%
Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.796 | Train Acc: 62.95%
	 Val. Loss: 0.917 |  Val. Acc: 56.63%
Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.795 | Train Acc: 62.95%
	 Val. Loss: 0.916 |  Val. Acc: 56.63%
Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.794 | Train Acc: 62.95%
	 Val. Loss: 0.915 |  Val. Acc: 56.63%
Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.793 | Train Acc: 62.95%
	 Val. Loss: 0.914 |  Val. Acc: 56.63%
Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.792 | Train Acc: 62.95%
	 Val. Loss: 0.913 |  Val. Acc: 56.63%
Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.791 | Train Acc: 62.95%
	 Val. Loss: 0.912 |  Val. Acc: 56.63%
Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.790 | Train Acc: 62.95%
	 Val. Loss: 0.911 |  Val. Acc: 56.63%
Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.790 | Train Acc: 62.95%
	 Val. Loss: 0.910 |  Val. Acc: 56.63%
Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.789 | Train Acc: 62.95%
	 Val. Loss: 0.909 |  Val. Acc: 56.63%
Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.788 | Train Acc: 62.95%
	 Val. Loss: 0.907 |  Val. Acc: 56.63%
Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.787 | Train Acc: 62.95%
	 Val. Loss: 0.906 |  Val. Acc: 56.63%
Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.786 | Train Acc: 62.95%
	 Val. Loss: 0.905 |  Val. Acc: 56.63%
Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.785 | Train Acc: 62.95%
	 Val. Loss: 0.904 |  Val. Acc: 56.63%

Test Loss: 0.812 | Test Acc: 60.58%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        41
           1       0.61      1.00      0.75        63

    accuracy                           0.61       104
   macro avg       0.30      0.50      0.38       104
weighted avg       0.37      0.61      0.46       104

Tiempo total de entrenamiento: 0 mins, 9 segundos

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

En este caso extremo se tiene un entrenamiento rápido pero bastante malo. Basta notar que la función de loss decrece extremadamente lento. Por lo tanto, este es el peor resultado obtenido y se esperaba por lo visto en clases. Por otro lado, tener en cuenta que para datasets masivos esto no es posible.

En general se tiene que con un menor batch_size se tiene mejor resultado pero con menor velocidad de entrenamiento. Siempre exisste un trade-off entre calidad de entrenamiento y tiempo y en este caso, dado las dimensiones del problema, el mejor resultado se tiene cuando se toman datos uno a uno, dadas las métricas y la función de pérdidas que podría detenerse mucho antes hasta alcanzar un valor deseado de accuracy.

Parte 3

Intenta cambiar el learning rate. Como casos extremos usa lr = 0.5 y lr = 0.000001. Qué resultados obtienes? Discute los resultados. (Hay que explicar el fenómeno observado, dando su opinión de porqué sucede).

Graficar la función de loss con respecto a las épocas y comparar con la función de loss de la Parte 1.

En esta parte se entrenan 4 modelos (6,7,8,9) y se prueba para distintos valores de learning rate. Se espera que al ser valores muy pequeños la red no alcance a aprender y la función de pérdidas no decresca mucho. Para valores razonablemente cercanos al learning rate por default podría tener mejores resultados al ser un poco mayor. Valores muy grandes debería tener malos resultados, dado que los extremos funcionan mal.

model6 = MLP(INPUT_DIM, OUTPUT_DIM)
model6, res6 = entrenar_red("Modelo6",model6, 0.000001, n_epocas,shuffle, MINI_BATCH)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.573 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.573 |  Val. Acc: 0.00%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.572 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.572 |  Val. Acc: 0.00%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.571 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.571 |  Val. Acc: 0.00%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.570 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.570 |  Val. Acc: 0.00%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.569 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.569 |  Val. Acc: 0.00%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.568 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.568 |  Val. Acc: 0.00%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.567 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.566 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.566 |  Val. Acc: 0.00%
Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.565 |  Val. Acc: 0.00%
Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.563 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.564 |  Val. Acc: 0.00%
Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.562 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.563 |  Val. Acc: 0.00%
Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.561 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.562 |  Val. Acc: 0.00%
Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.560 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.561 |  Val. Acc: 0.00%
Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.559 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.558 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.557 | Train Acc: 0.00%
	 Val. Loss: 4.559 |  Val. Acc: 0.00%
Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.556 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.558 |  Val. Acc: 0.00%
Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%
Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.555 | Train Acc: 0.00%
	 Val. Loss: 4.557 |  Val. Acc: 0.00%

Test Loss: 4.558 | Test Acc: 0.00%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00      41.0
           1       0.00      0.00      0.00      63.0
          46       0.00      0.00      0.00       0.0
          68       0.00      0.00      0.00       0.0
          95       0.00      0.00      0.00       0.0

    accuracy                           0.00     104.0
   macro avg       0.00      0.00      0.00     104.0
weighted avg       0.00      0.00      0.00     104.0

Tiempo total de entrenamiento: 0 mins, 33 segundos

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.

En este caso se obtiene lo esperado, dado que al ser un valor extremandamente pequeño de Learnign Rate, la red no logra aprender. En la función de pérdidas se evidencia que esta no decrece prácticamente, dado que el vector gradiente cae poco hacia el mínimo. Las métricas después de 1000 épocas son nulas y se puede evidenciar en la matriz de confusión que obtiene resultados sin sentido, dado que la red no aprendió nada. Al calcular otras métricas, como F1-score, se tiene que no se pueden calcular por eso el error en el código. Se dejó a proposito para ver este comportamiento.

model7 = MLP(INPUT_DIM, OUTPUT_DIM)
model7, res7 = entrenar_red("Modelo7",model7, 0.0001, n_epocas,shuffle, MINI_BATCH)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.527 | Train Acc: 12.06%
	 Val. Loss: 4.522 |  Val. Acc: 27.33%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.525 | Train Acc: 12.06%
	 Val. Loss: 4.520 |  Val. Acc: 27.33%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.522 | Train Acc: 12.06%
	 Val. Loss: 4.518 |  Val. Acc: 27.33%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.520 | Train Acc: 14.31%
	 Val. Loss: 4.516 |  Val. Acc: 35.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.518 | Train Acc: 16.37%
	 Val. Loss: 4.514 |  Val. Acc: 36.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.516 | Train Acc: 17.75%
	 Val. Loss: 4.512 |  Val. Acc: 36.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.514 | Train Acc: 19.80%
	 Val. Loss: 4.511 |  Val. Acc: 37.00%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.511 | Train Acc: 20.10%
	 Val. Loss: 4.509 |  Val. Acc: 37.00%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.509 | Train Acc: 20.10%
	 Val. Loss: 4.507 |  Val. Acc: 37.00%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.507 | Train Acc: 20.69%
	 Val. Loss: 4.505 |  Val. Acc: 40.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.505 | Train Acc: 21.27%
	 Val. Loss: 4.503 |  Val. Acc: 40.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.503 | Train Acc: 22.16%
	 Val. Loss: 4.501 |  Val. Acc: 41.00%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.501 | Train Acc: 23.33%
	 Val. Loss: 4.499 |  Val. Acc: 41.00%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.498 | Train Acc: 23.82%
	 Val. Loss: 4.497 |  Val. Acc: 43.00%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.496 | Train Acc: 25.88%
	 Val. Loss: 4.495 |  Val. Acc: 45.00%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.494 | Train Acc: 26.76%
	 Val. Loss: 4.493 |  Val. Acc: 45.00%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.492 | Train Acc: 28.53%
	 Val. Loss: 4.491 |  Val. Acc: 46.00%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.490 | Train Acc: 30.20%
	 Val. Loss: 4.489 |  Val. Acc: 48.00%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.487 | Train Acc: 34.02%
	 Val. Loss: 4.487 |  Val. Acc: 51.00%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.485 | Train Acc: 39.22%
	 Val. Loss: 4.485 |  Val. Acc: 55.00%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.483 | Train Acc: 45.98%
	 Val. Loss: 4.483 |  Val. Acc: 60.00%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.481 | Train Acc: 48.04%
	 Val. Loss: 4.481 |  Val. Acc: 60.00%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.479 | Train Acc: 46.86%
	 Val. Loss: 4.479 |  Val. Acc: 58.00%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.476 | Train Acc: 50.29%
	 Val. Loss: 4.477 |  Val. Acc: 68.00%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.474 | Train Acc: 56.18%
	 Val. Loss: 4.475 |  Val. Acc: 69.00%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.472 | Train Acc: 57.35%
	 Val. Loss: 4.473 |  Val. Acc: 70.00%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.470 | Train Acc: 59.12%
	 Val. Loss: 4.471 |  Val. Acc: 71.00%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.467 | Train Acc: 61.18%
	 Val. Loss: 4.469 |  Val. Acc: 76.00%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.465 | Train Acc: 63.24%
	 Val. Loss: 4.467 |  Val. Acc: 78.00%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.463 | Train Acc: 65.00%
	 Val. Loss: 4.465 |  Val. Acc: 71.33%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.461 | Train Acc: 65.59%
	 Val. Loss: 4.463 |  Val. Acc: 70.33%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.458 | Train Acc: 66.47%
	 Val. Loss: 4.461 |  Val. Acc: 71.33%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.456 | Train Acc: 67.65%
	 Val. Loss: 4.459 |  Val. Acc: 72.33%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.454 | Train Acc: 68.53%
	 Val. Loss: 4.457 |  Val. Acc: 72.33%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.452 | Train Acc: 69.61%
	 Val. Loss: 4.455 |  Val. Acc: 72.33%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.450 | Train Acc: 69.71%
	 Val. Loss: 4.453 |  Val. Acc: 69.33%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.447 | Train Acc: 68.73%
	 Val. Loss: 4.451 |  Val. Acc: 69.33%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.445 | Train Acc: 69.31%
	 Val. Loss: 4.449 |  Val. Acc: 69.33%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.443 | Train Acc: 69.61%
	 Val. Loss: 4.447 |  Val. Acc: 69.33%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.440 | Train Acc: 70.20%
	 Val. Loss: 4.445 |  Val. Acc: 71.33%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.438 | Train Acc: 69.90%
	 Val. Loss: 4.443 |  Val. Acc: 70.33%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.436 | Train Acc: 69.90%
	 Val. Loss: 4.441 |  Val. Acc: 70.33%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.434 | Train Acc: 71.67%
	 Val. Loss: 4.439 |  Val. Acc: 70.33%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.431 | Train Acc: 70.88%
	 Val. Loss: 4.437 |  Val. Acc: 71.33%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.429 | Train Acc: 70.29%
	 Val. Loss: 4.435 |  Val. Acc: 71.33%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.427 | Train Acc: 70.78%
	 Val. Loss: 4.433 |  Val. Acc: 71.33%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.424 | Train Acc: 71.67%
	 Val. Loss: 4.431 |  Val. Acc: 63.67%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.422 | Train Acc: 69.90%
	 Val. Loss: 4.429 |  Val. Acc: 55.00%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.420 | Train Acc: 68.73%
	 Val. Loss: 4.427 |  Val. Acc: 55.00%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.418 | Train Acc: 66.08%
	 Val. Loss: 4.425 |  Val. Acc: 52.00%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.415 | Train Acc: 64.71%
	 Val. Loss: 4.423 |  Val. Acc: 50.00%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.413 | Train Acc: 63.92%
	 Val. Loss: 4.421 |  Val. Acc: 50.00%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.411 | Train Acc: 63.92%
	 Val. Loss: 4.419 |  Val. Acc: 50.00%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.408 | Train Acc: 63.33%
	 Val. Loss: 4.417 |  Val. Acc: 48.00%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.406 | Train Acc: 62.75%
	 Val. Loss: 4.414 |  Val. Acc: 48.00%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.404 | Train Acc: 63.92%
	 Val. Loss: 4.412 |  Val. Acc: 48.00%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.401 | Train Acc: 64.22%
	 Val. Loss: 4.410 |  Val. Acc: 48.00%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.399 | Train Acc: 63.04%
	 Val. Loss: 4.408 |  Val. Acc: 48.00%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.396 | Train Acc: 63.04%
	 Val. Loss: 4.406 |  Val. Acc: 48.00%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.394 | Train Acc: 63.04%
	 Val. Loss: 4.404 |  Val. Acc: 48.00%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.392 | Train Acc: 63.04%
	 Val. Loss: 4.402 |  Val. Acc: 48.00%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.389 | Train Acc: 63.04%
	 Val. Loss: 4.400 |  Val. Acc: 47.00%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.387 | Train Acc: 62.45%
	 Val. Loss: 4.398 |  Val. Acc: 47.00%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.385 | Train Acc: 62.45%
	 Val. Loss: 4.396 |  Val. Acc: 47.00%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.382 | Train Acc: 62.45%
	 Val. Loss: 4.393 |  Val. Acc: 47.00%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.380 | Train Acc: 62.45%
	 Val. Loss: 4.391 |  Val. Acc: 47.00%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.377 | Train Acc: 62.45%
	 Val. Loss: 4.389 |  Val. Acc: 47.00%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.375 | Train Acc: 62.45%
	 Val. Loss: 4.387 |  Val. Acc: 47.00%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.373 | Train Acc: 62.45%
	 Val. Loss: 4.385 |  Val. Acc: 47.00%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.370 | Train Acc: 62.45%
	 Val. Loss: 4.383 |  Val. Acc: 47.00%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.368 | Train Acc: 62.45%
	 Val. Loss: 4.380 |  Val. Acc: 47.00%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.365 | Train Acc: 62.45%
	 Val. Loss: 4.378 |  Val. Acc: 47.00%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.363 | Train Acc: 62.45%
	 Val. Loss: 4.376 |  Val. Acc: 47.00%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.360 | Train Acc: 62.45%
	 Val. Loss: 4.374 |  Val. Acc: 47.00%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.358 | Train Acc: 62.45%
	 Val. Loss: 4.372 |  Val. Acc: 47.00%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.355 | Train Acc: 62.45%
	 Val. Loss: 4.370 |  Val. Acc: 47.00%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.353 | Train Acc: 62.45%
	 Val. Loss: 4.367 |  Val. Acc: 47.00%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.350 | Train Acc: 62.45%
	 Val. Loss: 4.365 |  Val. Acc: 47.00%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.348 | Train Acc: 62.45%
	 Val. Loss: 4.363 |  Val. Acc: 47.00%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.345 | Train Acc: 62.45%
	 Val. Loss: 4.361 |  Val. Acc: 47.00%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.343 | Train Acc: 62.45%
	 Val. Loss: 4.358 |  Val. Acc: 47.00%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.340 | Train Acc: 62.45%
	 Val. Loss: 4.356 |  Val. Acc: 47.00%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.338 | Train Acc: 62.45%
	 Val. Loss: 4.354 |  Val. Acc: 47.00%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.335 | Train Acc: 62.45%
	 Val. Loss: 4.352 |  Val. Acc: 47.00%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.333 | Train Acc: 62.45%
	 Val. Loss: 4.349 |  Val. Acc: 47.00%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.330 | Train Acc: 62.45%
	 Val. Loss: 4.347 |  Val. Acc: 47.00%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.327 | Train Acc: 62.45%
	 Val. Loss: 4.345 |  Val. Acc: 47.00%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.325 | Train Acc: 62.45%
	 Val. Loss: 4.342 |  Val. Acc: 47.00%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.322 | Train Acc: 62.45%
	 Val. Loss: 4.340 |  Val. Acc: 47.00%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.320 | Train Acc: 62.45%
	 Val. Loss: 4.338 |  Val. Acc: 47.00%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.317 | Train Acc: 62.45%
	 Val. Loss: 4.335 |  Val. Acc: 47.00%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.314 | Train Acc: 62.45%
	 Val. Loss: 4.333 |  Val. Acc: 47.00%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.312 | Train Acc: 62.45%
	 Val. Loss: 4.331 |  Val. Acc: 47.00%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.309 | Train Acc: 62.45%
	 Val. Loss: 4.328 |  Val. Acc: 47.00%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.306 | Train Acc: 62.45%
	 Val. Loss: 4.326 |  Val. Acc: 47.00%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.304 | Train Acc: 62.45%
	 Val. Loss: 4.324 |  Val. Acc: 47.00%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.301 | Train Acc: 62.45%
	 Val. Loss: 4.321 |  Val. Acc: 47.00%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.298 | Train Acc: 62.45%
	 Val. Loss: 4.319 |  Val. Acc: 47.00%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.296 | Train Acc: 62.45%
	 Val. Loss: 4.317 |  Val. Acc: 47.00%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.293 | Train Acc: 62.45%
	 Val. Loss: 4.314 |  Val. Acc: 47.00%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.290 | Train Acc: 62.45%
	 Val. Loss: 4.312 |  Val. Acc: 47.00%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.288 | Train Acc: 62.45%
	 Val. Loss: 4.309 |  Val. Acc: 47.00%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.285 | Train Acc: 62.45%
	 Val. Loss: 4.307 |  Val. Acc: 47.00%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.282 | Train Acc: 62.45%
	 Val. Loss: 4.304 |  Val. Acc: 47.00%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.279 | Train Acc: 62.45%
	 Val. Loss: 4.302 |  Val. Acc: 47.00%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.276 | Train Acc: 62.45%
	 Val. Loss: 4.299 |  Val. Acc: 47.00%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.274 | Train Acc: 62.45%
	 Val. Loss: 4.297 |  Val. Acc: 47.00%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.271 | Train Acc: 62.45%
	 Val. Loss: 4.294 |  Val. Acc: 47.00%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.268 | Train Acc: 62.45%
	 Val. Loss: 4.292 |  Val. Acc: 47.00%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.265 | Train Acc: 62.45%
	 Val. Loss: 4.289 |  Val. Acc: 47.00%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.262 | Train Acc: 62.45%
	 Val. Loss: 4.287 |  Val. Acc: 47.00%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.259 | Train Acc: 62.45%
	 Val. Loss: 4.284 |  Val. Acc: 47.00%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.256 | Train Acc: 62.45%
	 Val. Loss: 4.282 |  Val. Acc: 47.00%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.253 | Train Acc: 62.45%
	 Val. Loss: 4.279 |  Val. Acc: 47.00%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.251 | Train Acc: 62.45%
	 Val. Loss: 4.277 |  Val. Acc: 47.00%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.248 | Train Acc: 62.45%
	 Val. Loss: 4.274 |  Val. Acc: 47.00%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.245 | Train Acc: 62.45%
	 Val. Loss: 4.271 |  Val. Acc: 47.00%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.242 | Train Acc: 62.45%
	 Val. Loss: 4.269 |  Val. Acc: 47.00%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.239 | Train Acc: 62.45%
	 Val. Loss: 4.266 |  Val. Acc: 47.00%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.236 | Train Acc: 62.45%
	 Val. Loss: 4.263 |  Val. Acc: 47.00%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.233 | Train Acc: 62.45%
	 Val. Loss: 4.261 |  Val. Acc: 47.00%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.230 | Train Acc: 62.45%
	 Val. Loss: 4.258 |  Val. Acc: 47.00%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.226 | Train Acc: 62.45%
	 Val. Loss: 4.255 |  Val. Acc: 47.00%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.223 | Train Acc: 62.45%
	 Val. Loss: 4.253 |  Val. Acc: 47.00%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.220 | Train Acc: 62.45%
	 Val. Loss: 4.250 |  Val. Acc: 47.00%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.217 | Train Acc: 62.45%
	 Val. Loss: 4.247 |  Val. Acc: 47.00%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.214 | Train Acc: 62.45%
	 Val. Loss: 4.244 |  Val. Acc: 47.00%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.211 | Train Acc: 62.45%
	 Val. Loss: 4.241 |  Val. Acc: 47.00%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.208 | Train Acc: 62.45%
	 Val. Loss: 4.239 |  Val. Acc: 47.00%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.204 | Train Acc: 62.45%
	 Val. Loss: 4.236 |  Val. Acc: 47.00%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.201 | Train Acc: 62.45%
	 Val. Loss: 4.233 |  Val. Acc: 47.00%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.198 | Train Acc: 62.45%
	 Val. Loss: 4.230 |  Val. Acc: 47.00%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.195 | Train Acc: 62.45%
	 Val. Loss: 4.227 |  Val. Acc: 47.00%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.191 | Train Acc: 62.45%
	 Val. Loss: 4.224 |  Val. Acc: 47.00%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.188 | Train Acc: 62.45%
	 Val. Loss: 4.221 |  Val. Acc: 47.00%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.185 | Train Acc: 62.45%
	 Val. Loss: 4.219 |  Val. Acc: 47.00%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.182 | Train Acc: 62.45%
	 Val. Loss: 4.216 |  Val. Acc: 47.00%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.178 | Train Acc: 62.45%
	 Val. Loss: 4.213 |  Val. Acc: 47.00%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.175 | Train Acc: 62.45%
	 Val. Loss: 4.210 |  Val. Acc: 47.00%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.171 | Train Acc: 62.45%
	 Val. Loss: 4.207 |  Val. Acc: 47.00%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.168 | Train Acc: 62.45%
	 Val. Loss: 4.204 |  Val. Acc: 47.00%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.164 | Train Acc: 62.45%
	 Val. Loss: 4.201 |  Val. Acc: 47.00%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.161 | Train Acc: 62.45%
	 Val. Loss: 4.198 |  Val. Acc: 47.00%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.157 | Train Acc: 62.45%
	 Val. Loss: 4.194 |  Val. Acc: 47.00%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.154 | Train Acc: 62.45%
	 Val. Loss: 4.191 |  Val. Acc: 47.00%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.150 | Train Acc: 62.45%
	 Val. Loss: 4.188 |  Val. Acc: 47.00%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.147 | Train Acc: 62.45%
	 Val. Loss: 4.185 |  Val. Acc: 47.00%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.143 | Train Acc: 62.45%
	 Val. Loss: 4.182 |  Val. Acc: 47.00%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.140 | Train Acc: 62.45%
	 Val. Loss: 4.179 |  Val. Acc: 47.00%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.136 | Train Acc: 62.45%
	 Val. Loss: 4.176 |  Val. Acc: 47.00%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.132 | Train Acc: 62.45%
	 Val. Loss: 4.172 |  Val. Acc: 47.00%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.129 | Train Acc: 62.45%
	 Val. Loss: 4.169 |  Val. Acc: 47.00%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.125 | Train Acc: 62.45%
	 Val. Loss: 4.166 |  Val. Acc: 47.00%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.121 | Train Acc: 62.45%
	 Val. Loss: 4.163 |  Val. Acc: 47.00%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.117 | Train Acc: 62.45%
	 Val. Loss: 4.159 |  Val. Acc: 47.00%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.114 | Train Acc: 62.45%
	 Val. Loss: 4.156 |  Val. Acc: 47.00%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.110 | Train Acc: 62.45%
	 Val. Loss: 4.153 |  Val. Acc: 47.00%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.106 | Train Acc: 62.45%
	 Val. Loss: 4.149 |  Val. Acc: 47.00%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.102 | Train Acc: 62.45%
	 Val. Loss: 4.146 |  Val. Acc: 47.00%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.098 | Train Acc: 62.45%
	 Val. Loss: 4.142 |  Val. Acc: 47.00%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.094 | Train Acc: 62.45%
	 Val. Loss: 4.139 |  Val. Acc: 47.00%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.090 | Train Acc: 62.45%
	 Val. Loss: 4.135 |  Val. Acc: 47.00%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.086 | Train Acc: 62.45%
	 Val. Loss: 4.132 |  Val. Acc: 47.00%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.082 | Train Acc: 62.45%
	 Val. Loss: 4.128 |  Val. Acc: 47.00%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.078 | Train Acc: 62.45%
	 Val. Loss: 4.125 |  Val. Acc: 47.00%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.074 | Train Acc: 62.45%
	 Val. Loss: 4.121 |  Val. Acc: 47.00%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.070 | Train Acc: 62.45%
	 Val. Loss: 4.118 |  Val. Acc: 47.00%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.065 | Train Acc: 62.45%
	 Val. Loss: 4.114 |  Val. Acc: 47.00%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.061 | Train Acc: 62.45%
	 Val. Loss: 4.110 |  Val. Acc: 47.00%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.057 | Train Acc: 62.45%
	 Val. Loss: 4.107 |  Val. Acc: 47.00%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.053 | Train Acc: 62.45%
	 Val. Loss: 4.103 |  Val. Acc: 47.00%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.048 | Train Acc: 62.45%
	 Val. Loss: 4.099 |  Val. Acc: 47.00%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.044 | Train Acc: 62.45%
	 Val. Loss: 4.095 |  Val. Acc: 47.00%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.040 | Train Acc: 62.45%
	 Val. Loss: 4.091 |  Val. Acc: 47.00%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.035 | Train Acc: 62.45%
	 Val. Loss: 4.088 |  Val. Acc: 47.00%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.031 | Train Acc: 62.45%
	 Val. Loss: 4.084 |  Val. Acc: 47.00%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.026 | Train Acc: 62.45%
	 Val. Loss: 4.080 |  Val. Acc: 47.00%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.022 | Train Acc: 62.45%
	 Val. Loss: 4.076 |  Val. Acc: 47.00%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.017 | Train Acc: 62.45%
	 Val. Loss: 4.072 |  Val. Acc: 47.00%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.013 | Train Acc: 62.45%
	 Val. Loss: 4.068 |  Val. Acc: 47.00%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.008 | Train Acc: 62.45%
	 Val. Loss: 4.064 |  Val. Acc: 47.00%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.003 | Train Acc: 62.45%
	 Val. Loss: 4.060 |  Val. Acc: 47.00%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.999 | Train Acc: 62.45%
	 Val. Loss: 4.056 |  Val. Acc: 47.00%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.994 | Train Acc: 62.45%
	 Val. Loss: 4.052 |  Val. Acc: 47.00%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.989 | Train Acc: 62.45%
	 Val. Loss: 4.047 |  Val. Acc: 47.00%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.984 | Train Acc: 62.45%
	 Val. Loss: 4.043 |  Val. Acc: 47.00%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.979 | Train Acc: 62.45%
	 Val. Loss: 4.039 |  Val. Acc: 47.00%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.974 | Train Acc: 62.45%
	 Val. Loss: 4.035 |  Val. Acc: 47.00%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.969 | Train Acc: 62.45%
	 Val. Loss: 4.030 |  Val. Acc: 47.00%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.964 | Train Acc: 62.45%
	 Val. Loss: 4.026 |  Val. Acc: 47.00%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.959 | Train Acc: 62.45%
	 Val. Loss: 4.021 |  Val. Acc: 47.00%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.954 | Train Acc: 62.45%
	 Val. Loss: 4.017 |  Val. Acc: 47.00%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.949 | Train Acc: 62.45%
	 Val. Loss: 4.013 |  Val. Acc: 47.00%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.944 | Train Acc: 62.45%
	 Val. Loss: 4.008 |  Val. Acc: 47.00%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.938 | Train Acc: 62.45%
	 Val. Loss: 4.003 |  Val. Acc: 47.00%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.933 | Train Acc: 62.45%
	 Val. Loss: 3.999 |  Val. Acc: 47.00%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.928 | Train Acc: 62.45%
	 Val. Loss: 3.994 |  Val. Acc: 47.00%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.922 | Train Acc: 62.45%
	 Val. Loss: 3.990 |  Val. Acc: 47.00%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.917 | Train Acc: 62.45%
	 Val. Loss: 3.985 |  Val. Acc: 47.00%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.911 | Train Acc: 62.45%
	 Val. Loss: 3.980 |  Val. Acc: 47.00%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.906 | Train Acc: 62.45%
	 Val. Loss: 3.975 |  Val. Acc: 47.00%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.900 | Train Acc: 62.45%
	 Val. Loss: 3.970 |  Val. Acc: 47.00%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.894 | Train Acc: 62.45%
	 Val. Loss: 3.965 |  Val. Acc: 47.00%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.888 | Train Acc: 62.45%
	 Val. Loss: 3.960 |  Val. Acc: 47.00%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.883 | Train Acc: 62.45%
	 Val. Loss: 3.955 |  Val. Acc: 47.00%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.877 | Train Acc: 62.45%
	 Val. Loss: 3.950 |  Val. Acc: 47.00%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.871 | Train Acc: 62.45%
	 Val. Loss: 3.945 |  Val. Acc: 47.00%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.865 | Train Acc: 62.45%
	 Val. Loss: 3.940 |  Val. Acc: 47.00%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.859 | Train Acc: 62.45%
	 Val. Loss: 3.935 |  Val. Acc: 47.00%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.853 | Train Acc: 62.45%
	 Val. Loss: 3.929 |  Val. Acc: 47.00%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.846 | Train Acc: 62.45%
	 Val. Loss: 3.924 |  Val. Acc: 47.00%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.840 | Train Acc: 62.45%
	 Val. Loss: 3.919 |  Val. Acc: 47.00%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.834 | Train Acc: 62.45%
	 Val. Loss: 3.913 |  Val. Acc: 47.00%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.827 | Train Acc: 62.45%
	 Val. Loss: 3.908 |  Val. Acc: 47.00%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.821 | Train Acc: 62.45%
	 Val. Loss: 3.902 |  Val. Acc: 47.00%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.814 | Train Acc: 62.45%
	 Val. Loss: 3.897 |  Val. Acc: 47.00%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.808 | Train Acc: 62.45%
	 Val. Loss: 3.891 |  Val. Acc: 47.00%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.801 | Train Acc: 62.45%
	 Val. Loss: 3.885 |  Val. Acc: 47.00%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.795 | Train Acc: 62.45%
	 Val. Loss: 3.880 |  Val. Acc: 47.00%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.788 | Train Acc: 62.45%
	 Val. Loss: 3.874 |  Val. Acc: 47.00%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.781 | Train Acc: 62.45%
	 Val. Loss: 3.868 |  Val. Acc: 47.00%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.774 | Train Acc: 62.45%
	 Val. Loss: 3.862 |  Val. Acc: 47.00%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.767 | Train Acc: 62.45%
	 Val. Loss: 3.856 |  Val. Acc: 47.00%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.760 | Train Acc: 62.45%
	 Val. Loss: 3.850 |  Val. Acc: 47.00%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.753 | Train Acc: 62.45%
	 Val. Loss: 3.844 |  Val. Acc: 47.00%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.745 | Train Acc: 62.45%
	 Val. Loss: 3.837 |  Val. Acc: 47.00%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.738 | Train Acc: 62.45%
	 Val. Loss: 3.831 |  Val. Acc: 47.00%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.731 | Train Acc: 62.45%
	 Val. Loss: 3.825 |  Val. Acc: 47.00%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.723 | Train Acc: 62.45%
	 Val. Loss: 3.818 |  Val. Acc: 47.00%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.716 | Train Acc: 62.45%
	 Val. Loss: 3.812 |  Val. Acc: 47.00%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.708 | Train Acc: 62.45%
	 Val. Loss: 3.805 |  Val. Acc: 47.00%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.700 | Train Acc: 62.45%
	 Val. Loss: 3.799 |  Val. Acc: 47.00%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.692 | Train Acc: 62.45%
	 Val. Loss: 3.792 |  Val. Acc: 47.00%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.685 | Train Acc: 62.45%
	 Val. Loss: 3.785 |  Val. Acc: 47.00%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.677 | Train Acc: 62.45%
	 Val. Loss: 3.778 |  Val. Acc: 47.00%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.668 | Train Acc: 62.45%
	 Val. Loss: 3.771 |  Val. Acc: 47.00%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.660 | Train Acc: 62.45%
	 Val. Loss: 3.764 |  Val. Acc: 47.00%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.652 | Train Acc: 62.45%
	 Val. Loss: 3.757 |  Val. Acc: 47.00%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.644 | Train Acc: 62.45%
	 Val. Loss: 3.750 |  Val. Acc: 47.00%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.635 | Train Acc: 62.45%
	 Val. Loss: 3.743 |  Val. Acc: 47.00%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.626 | Train Acc: 62.45%
	 Val. Loss: 3.736 |  Val. Acc: 47.00%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.618 | Train Acc: 62.45%
	 Val. Loss: 3.728 |  Val. Acc: 47.00%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.609 | Train Acc: 62.45%
	 Val. Loss: 3.721 |  Val. Acc: 47.00%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.600 | Train Acc: 62.45%
	 Val. Loss: 3.713 |  Val. Acc: 47.00%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.591 | Train Acc: 62.45%
	 Val. Loss: 3.705 |  Val. Acc: 47.00%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.582 | Train Acc: 62.45%
	 Val. Loss: 3.698 |  Val. Acc: 47.00%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.573 | Train Acc: 62.45%
	 Val. Loss: 3.690 |  Val. Acc: 47.00%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.563 | Train Acc: 62.45%
	 Val. Loss: 3.682 |  Val. Acc: 47.00%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.554 | Train Acc: 62.45%
	 Val. Loss: 3.674 |  Val. Acc: 47.00%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.545 | Train Acc: 62.45%
	 Val. Loss: 3.666 |  Val. Acc: 47.00%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.535 | Train Acc: 62.45%
	 Val. Loss: 3.657 |  Val. Acc: 47.00%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.525 | Train Acc: 62.45%
	 Val. Loss: 3.649 |  Val. Acc: 47.00%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.515 | Train Acc: 62.45%
	 Val. Loss: 3.641 |  Val. Acc: 47.00%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.505 | Train Acc: 62.45%
	 Val. Loss: 3.632 |  Val. Acc: 47.00%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.495 | Train Acc: 62.45%
	 Val. Loss: 3.623 |  Val. Acc: 47.00%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.485 | Train Acc: 62.45%
	 Val. Loss: 3.615 |  Val. Acc: 47.00%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.474 | Train Acc: 62.45%
	 Val. Loss: 3.606 |  Val. Acc: 47.00%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.464 | Train Acc: 62.45%
	 Val. Loss: 3.597 |  Val. Acc: 47.00%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.453 | Train Acc: 62.45%
	 Val. Loss: 3.588 |  Val. Acc: 47.00%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.442 | Train Acc: 62.45%
	 Val. Loss: 3.579 |  Val. Acc: 47.00%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.431 | Train Acc: 62.45%
	 Val. Loss: 3.569 |  Val. Acc: 47.00%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.420 | Train Acc: 62.45%
	 Val. Loss: 3.560 |  Val. Acc: 47.00%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.409 | Train Acc: 62.45%
	 Val. Loss: 3.550 |  Val. Acc: 47.00%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.398 | Train Acc: 62.45%
	 Val. Loss: 3.541 |  Val. Acc: 47.00%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.386 | Train Acc: 62.45%
	 Val. Loss: 3.531 |  Val. Acc: 47.00%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.375 | Train Acc: 62.45%
	 Val. Loss: 3.521 |  Val. Acc: 47.00%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.363 | Train Acc: 62.45%
	 Val. Loss: 3.511 |  Val. Acc: 47.00%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.351 | Train Acc: 62.45%
	 Val. Loss: 3.501 |  Val. Acc: 47.00%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.339 | Train Acc: 62.45%
	 Val. Loss: 3.491 |  Val. Acc: 47.00%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.327 | Train Acc: 62.45%
	 Val. Loss: 3.480 |  Val. Acc: 47.00%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.314 | Train Acc: 62.45%
	 Val. Loss: 3.470 |  Val. Acc: 47.00%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.302 | Train Acc: 62.45%
	 Val. Loss: 3.459 |  Val. Acc: 47.00%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.289 | Train Acc: 62.45%
	 Val. Loss: 3.448 |  Val. Acc: 47.00%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.276 | Train Acc: 62.45%
	 Val. Loss: 3.437 |  Val. Acc: 47.00%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.263 | Train Acc: 62.45%
	 Val. Loss: 3.426 |  Val. Acc: 47.00%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.250 | Train Acc: 62.45%
	 Val. Loss: 3.415 |  Val. Acc: 47.00%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.237 | Train Acc: 62.45%
	 Val. Loss: 3.404 |  Val. Acc: 47.00%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.223 | Train Acc: 62.45%
	 Val. Loss: 3.392 |  Val. Acc: 47.00%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.209 | Train Acc: 62.45%
	 Val. Loss: 3.381 |  Val. Acc: 47.00%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.195 | Train Acc: 62.45%
	 Val. Loss: 3.369 |  Val. Acc: 47.00%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.181 | Train Acc: 62.45%
	 Val. Loss: 3.357 |  Val. Acc: 47.00%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.167 | Train Acc: 62.45%
	 Val. Loss: 3.345 |  Val. Acc: 47.00%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.153 | Train Acc: 62.45%
	 Val. Loss: 3.333 |  Val. Acc: 47.00%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.138 | Train Acc: 62.45%
	 Val. Loss: 3.321 |  Val. Acc: 47.00%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.123 | Train Acc: 62.45%
	 Val. Loss: 3.308 |  Val. Acc: 47.00%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.109 | Train Acc: 62.45%
	 Val. Loss: 3.295 |  Val. Acc: 47.00%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.093 | Train Acc: 62.45%
	 Val. Loss: 3.283 |  Val. Acc: 47.00%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.078 | Train Acc: 62.45%
	 Val. Loss: 3.270 |  Val. Acc: 47.00%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.063 | Train Acc: 62.45%
	 Val. Loss: 3.257 |  Val. Acc: 47.00%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.047 | Train Acc: 62.45%
	 Val. Loss: 3.243 |  Val. Acc: 47.00%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.031 | Train Acc: 62.45%
	 Val. Loss: 3.230 |  Val. Acc: 47.00%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.015 | Train Acc: 62.45%
	 Val. Loss: 3.216 |  Val. Acc: 47.00%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.999 | Train Acc: 62.45%
	 Val. Loss: 3.203 |  Val. Acc: 47.00%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.982 | Train Acc: 62.45%
	 Val. Loss: 3.189 |  Val. Acc: 47.00%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.966 | Train Acc: 62.45%
	 Val. Loss: 3.175 |  Val. Acc: 47.00%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.949 | Train Acc: 62.45%
	 Val. Loss: 3.160 |  Val. Acc: 47.00%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.932 | Train Acc: 62.45%
	 Val. Loss: 3.146 |  Val. Acc: 47.00%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.915 | Train Acc: 62.45%
	 Val. Loss: 3.132 |  Val. Acc: 47.00%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.897 | Train Acc: 62.45%
	 Val. Loss: 3.117 |  Val. Acc: 47.00%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.880 | Train Acc: 62.45%
	 Val. Loss: 3.102 |  Val. Acc: 47.00%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.862 | Train Acc: 62.45%
	 Val. Loss: 3.087 |  Val. Acc: 47.00%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.844 | Train Acc: 62.45%
	 Val. Loss: 3.072 |  Val. Acc: 47.00%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.826 | Train Acc: 62.45%
	 Val. Loss: 3.057 |  Val. Acc: 47.00%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.808 | Train Acc: 62.45%
	 Val. Loss: 3.041 |  Val. Acc: 47.00%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.789 | Train Acc: 62.45%
	 Val. Loss: 3.025 |  Val. Acc: 47.00%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.770 | Train Acc: 62.45%
	 Val. Loss: 3.010 |  Val. Acc: 47.00%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.752 | Train Acc: 62.45%
	 Val. Loss: 2.994 |  Val. Acc: 47.00%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.732 | Train Acc: 62.45%
	 Val. Loss: 2.978 |  Val. Acc: 47.00%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.713 | Train Acc: 62.45%
	 Val. Loss: 2.962 |  Val. Acc: 47.00%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.694 | Train Acc: 62.45%
	 Val. Loss: 2.945 |  Val. Acc: 47.00%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.674 | Train Acc: 62.45%
	 Val. Loss: 2.929 |  Val. Acc: 47.00%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.655 | Train Acc: 62.45%
	 Val. Loss: 2.912 |  Val. Acc: 47.00%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.635 | Train Acc: 62.45%
	 Val. Loss: 2.896 |  Val. Acc: 47.00%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.615 | Train Acc: 62.45%
	 Val. Loss: 2.879 |  Val. Acc: 47.00%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.595 | Train Acc: 62.45%
	 Val. Loss: 2.862 |  Val. Acc: 47.00%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.575 | Train Acc: 62.45%
	 Val. Loss: 2.845 |  Val. Acc: 47.00%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.554 | Train Acc: 62.45%
	 Val. Loss: 2.828 |  Val. Acc: 47.00%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.534 | Train Acc: 62.45%
	 Val. Loss: 2.810 |  Val. Acc: 47.00%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.513 | Train Acc: 62.45%
	 Val. Loss: 2.793 |  Val. Acc: 47.00%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.493 | Train Acc: 62.45%
	 Val. Loss: 2.776 |  Val. Acc: 47.00%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.472 | Train Acc: 62.45%
	 Val. Loss: 2.758 |  Val. Acc: 47.00%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.451 | Train Acc: 62.45%
	 Val. Loss: 2.741 |  Val. Acc: 47.00%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.430 | Train Acc: 62.45%
	 Val. Loss: 2.723 |  Val. Acc: 47.00%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.409 | Train Acc: 62.45%
	 Val. Loss: 2.705 |  Val. Acc: 47.00%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.388 | Train Acc: 62.45%
	 Val. Loss: 2.688 |  Val. Acc: 47.00%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.367 | Train Acc: 62.45%
	 Val. Loss: 2.670 |  Val. Acc: 47.00%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.346 | Train Acc: 62.45%
	 Val. Loss: 2.652 |  Val. Acc: 47.00%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.325 | Train Acc: 62.45%
	 Val. Loss: 2.634 |  Val. Acc: 47.00%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.304 | Train Acc: 62.45%
	 Val. Loss: 2.617 |  Val. Acc: 47.00%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.283 | Train Acc: 62.45%
	 Val. Loss: 2.599 |  Val. Acc: 47.00%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.262 | Train Acc: 62.45%
	 Val. Loss: 2.581 |  Val. Acc: 47.00%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.241 | Train Acc: 62.45%
	 Val. Loss: 2.564 |  Val. Acc: 47.00%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.220 | Train Acc: 62.45%
	 Val. Loss: 2.546 |  Val. Acc: 47.00%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.200 | Train Acc: 62.45%
	 Val. Loss: 2.529 |  Val. Acc: 47.00%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.179 | Train Acc: 62.45%
	 Val. Loss: 2.511 |  Val. Acc: 47.00%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.158 | Train Acc: 62.45%
	 Val. Loss: 2.494 |  Val. Acc: 47.00%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.138 | Train Acc: 62.45%
	 Val. Loss: 2.476 |  Val. Acc: 47.00%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.117 | Train Acc: 62.45%
	 Val. Loss: 2.459 |  Val. Acc: 47.00%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.097 | Train Acc: 62.45%
	 Val. Loss: 2.442 |  Val. Acc: 47.00%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.077 | Train Acc: 62.45%
	 Val. Loss: 2.425 |  Val. Acc: 47.00%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.057 | Train Acc: 62.45%
	 Val. Loss: 2.408 |  Val. Acc: 47.00%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.038 | Train Acc: 62.45%
	 Val. Loss: 2.392 |  Val. Acc: 47.00%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.018 | Train Acc: 62.45%
	 Val. Loss: 2.375 |  Val. Acc: 47.00%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.999 | Train Acc: 62.45%
	 Val. Loss: 2.359 |  Val. Acc: 47.00%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.980 | Train Acc: 62.45%
	 Val. Loss: 2.342 |  Val. Acc: 47.00%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.961 | Train Acc: 62.45%
	 Val. Loss: 2.326 |  Val. Acc: 47.00%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.943 | Train Acc: 62.45%
	 Val. Loss: 2.311 |  Val. Acc: 47.00%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.924 | Train Acc: 62.45%
	 Val. Loss: 2.295 |  Val. Acc: 47.00%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.906 | Train Acc: 62.45%
	 Val. Loss: 2.280 |  Val. Acc: 47.00%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.888 | Train Acc: 62.45%
	 Val. Loss: 2.264 |  Val. Acc: 47.00%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.871 | Train Acc: 62.45%
	 Val. Loss: 2.249 |  Val. Acc: 47.00%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.854 | Train Acc: 62.45%
	 Val. Loss: 2.234 |  Val. Acc: 47.00%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.837 | Train Acc: 62.45%
	 Val. Loss: 2.220 |  Val. Acc: 47.00%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.820 | Train Acc: 62.45%
	 Val. Loss: 2.205 |  Val. Acc: 47.00%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.804 | Train Acc: 62.45%
	 Val. Loss: 2.191 |  Val. Acc: 47.00%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.788 | Train Acc: 62.45%
	 Val. Loss: 2.177 |  Val. Acc: 47.00%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.772 | Train Acc: 62.45%
	 Val. Loss: 2.163 |  Val. Acc: 47.00%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.756 | Train Acc: 62.45%
	 Val. Loss: 2.150 |  Val. Acc: 47.00%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.741 | Train Acc: 62.45%
	 Val. Loss: 2.136 |  Val. Acc: 47.00%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.726 | Train Acc: 62.45%
	 Val. Loss: 2.123 |  Val. Acc: 47.00%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.712 | Train Acc: 62.45%
	 Val. Loss: 2.110 |  Val. Acc: 47.00%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.697 | Train Acc: 62.45%
	 Val. Loss: 2.098 |  Val. Acc: 47.00%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.683 | Train Acc: 62.45%
	 Val. Loss: 2.085 |  Val. Acc: 47.00%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.670 | Train Acc: 62.45%
	 Val. Loss: 2.073 |  Val. Acc: 47.00%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.656 | Train Acc: 62.45%
	 Val. Loss: 2.061 |  Val. Acc: 47.00%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.643 | Train Acc: 62.45%
	 Val. Loss: 2.049 |  Val. Acc: 47.00%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.630 | Train Acc: 62.45%
	 Val. Loss: 2.037 |  Val. Acc: 47.00%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.617 | Train Acc: 62.45%
	 Val. Loss: 2.026 |  Val. Acc: 47.00%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.605 | Train Acc: 62.45%
	 Val. Loss: 2.014 |  Val. Acc: 47.00%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.593 | Train Acc: 62.45%
	 Val. Loss: 2.003 |  Val. Acc: 47.00%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.581 | Train Acc: 62.45%
	 Val. Loss: 1.992 |  Val. Acc: 47.00%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.569 | Train Acc: 62.45%
	 Val. Loss: 1.981 |  Val. Acc: 47.00%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.558 | Train Acc: 62.45%
	 Val. Loss: 1.971 |  Val. Acc: 47.00%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.547 | Train Acc: 62.45%
	 Val. Loss: 1.960 |  Val. Acc: 47.00%
Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.536 | Train Acc: 62.45%
	 Val. Loss: 1.950 |  Val. Acc: 47.00%
Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.525 | Train Acc: 62.45%
	 Val. Loss: 1.940 |  Val. Acc: 47.00%
Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.515 | Train Acc: 62.45%
	 Val. Loss: 1.930 |  Val. Acc: 47.00%
Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.504 | Train Acc: 62.45%
	 Val. Loss: 1.920 |  Val. Acc: 47.00%
Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.494 | Train Acc: 62.45%
	 Val. Loss: 1.910 |  Val. Acc: 47.00%
Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.484 | Train Acc: 62.45%
	 Val. Loss: 1.901 |  Val. Acc: 47.00%
Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.475 | Train Acc: 62.45%
	 Val. Loss: 1.891 |  Val. Acc: 47.00%
Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.465 | Train Acc: 62.45%
	 Val. Loss: 1.882 |  Val. Acc: 47.00%
Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.456 | Train Acc: 62.45%
	 Val. Loss: 1.873 |  Val. Acc: 47.00%
Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.446 | Train Acc: 62.45%
	 Val. Loss: 1.864 |  Val. Acc: 47.00%
Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.437 | Train Acc: 62.45%
	 Val. Loss: 1.855 |  Val. Acc: 47.00%
Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.429 | Train Acc: 62.45%
	 Val. Loss: 1.846 |  Val. Acc: 47.00%
Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.420 | Train Acc: 62.45%
	 Val. Loss: 1.837 |  Val. Acc: 47.00%
Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.411 | Train Acc: 62.45%
	 Val. Loss: 1.829 |  Val. Acc: 47.00%
Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.403 | Train Acc: 62.45%
	 Val. Loss: 1.820 |  Val. Acc: 47.00%
Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.395 | Train Acc: 62.45%
	 Val. Loss: 1.812 |  Val. Acc: 47.00%
Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.387 | Train Acc: 62.45%
	 Val. Loss: 1.803 |  Val. Acc: 47.00%
Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.379 | Train Acc: 62.45%
	 Val. Loss: 1.795 |  Val. Acc: 47.00%
Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.371 | Train Acc: 62.45%
	 Val. Loss: 1.787 |  Val. Acc: 47.00%
Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.363 | Train Acc: 62.45%
	 Val. Loss: 1.779 |  Val. Acc: 47.00%
Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.355 | Train Acc: 62.45%
	 Val. Loss: 1.771 |  Val. Acc: 47.00%
Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.348 | Train Acc: 62.45%
	 Val. Loss: 1.763 |  Val. Acc: 47.00%
Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.340 | Train Acc: 62.45%
	 Val. Loss: 1.755 |  Val. Acc: 47.00%
Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.333 | Train Acc: 62.45%
	 Val. Loss: 1.747 |  Val. Acc: 47.00%
Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.326 | Train Acc: 62.45%
	 Val. Loss: 1.739 |  Val. Acc: 47.00%
Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.319 | Train Acc: 62.45%
	 Val. Loss: 1.732 |  Val. Acc: 47.00%
Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.312 | Train Acc: 62.45%
	 Val. Loss: 1.724 |  Val. Acc: 47.00%
Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.305 | Train Acc: 62.45%
	 Val. Loss: 1.716 |  Val. Acc: 47.00%
Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.298 | Train Acc: 62.45%
	 Val. Loss: 1.709 |  Val. Acc: 47.00%
Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.291 | Train Acc: 62.45%
	 Val. Loss: 1.702 |  Val. Acc: 47.00%
Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.285 | Train Acc: 62.45%
	 Val. Loss: 1.694 |  Val. Acc: 47.00%
Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.278 | Train Acc: 62.45%
	 Val. Loss: 1.687 |  Val. Acc: 47.00%
Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.271 | Train Acc: 62.45%
	 Val. Loss: 1.680 |  Val. Acc: 47.00%
Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.265 | Train Acc: 62.45%
	 Val. Loss: 1.672 |  Val. Acc: 47.00%
Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.259 | Train Acc: 62.45%
	 Val. Loss: 1.665 |  Val. Acc: 47.00%
Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.252 | Train Acc: 62.45%
	 Val. Loss: 1.658 |  Val. Acc: 47.00%
Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.246 | Train Acc: 62.45%
	 Val. Loss: 1.651 |  Val. Acc: 47.00%
Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.240 | Train Acc: 62.45%
	 Val. Loss: 1.644 |  Val. Acc: 47.00%
Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.234 | Train Acc: 62.45%
	 Val. Loss: 1.637 |  Val. Acc: 47.00%
Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.228 | Train Acc: 62.45%
	 Val. Loss: 1.630 |  Val. Acc: 47.00%
Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.222 | Train Acc: 62.45%
	 Val. Loss: 1.623 |  Val. Acc: 47.00%
Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.216 | Train Acc: 62.45%
	 Val. Loss: 1.616 |  Val. Acc: 47.00%
Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.210 | Train Acc: 62.45%
	 Val. Loss: 1.609 |  Val. Acc: 47.00%
Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.204 | Train Acc: 62.45%
	 Val. Loss: 1.602 |  Val. Acc: 47.00%
Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.198 | Train Acc: 62.45%
	 Val. Loss: 1.595 |  Val. Acc: 47.00%
Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.193 | Train Acc: 62.45%
	 Val. Loss: 1.589 |  Val. Acc: 47.00%
Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.187 | Train Acc: 62.45%
	 Val. Loss: 1.582 |  Val. Acc: 47.00%
Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.181 | Train Acc: 62.45%
	 Val. Loss: 1.575 |  Val. Acc: 47.00%
Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.176 | Train Acc: 62.45%
	 Val. Loss: 1.568 |  Val. Acc: 47.00%
Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.170 | Train Acc: 62.45%
	 Val. Loss: 1.562 |  Val. Acc: 47.00%
Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.165 | Train Acc: 62.45%
	 Val. Loss: 1.555 |  Val. Acc: 47.00%
Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.159 | Train Acc: 62.45%
	 Val. Loss: 1.549 |  Val. Acc: 47.00%
Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.154 | Train Acc: 62.45%
	 Val. Loss: 1.542 |  Val. Acc: 47.00%
Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.149 | Train Acc: 62.45%
	 Val. Loss: 1.536 |  Val. Acc: 47.00%
Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.143 | Train Acc: 62.45%
	 Val. Loss: 1.529 |  Val. Acc: 47.00%
Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.138 | Train Acc: 62.45%
	 Val. Loss: 1.523 |  Val. Acc: 47.00%
Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.133 | Train Acc: 62.45%
	 Val. Loss: 1.516 |  Val. Acc: 47.00%
Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.128 | Train Acc: 62.45%
	 Val. Loss: 1.510 |  Val. Acc: 47.00%
Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.123 | Train Acc: 62.45%
	 Val. Loss: 1.504 |  Val. Acc: 47.00%
Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.117 | Train Acc: 62.45%
	 Val. Loss: 1.497 |  Val. Acc: 47.00%
Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.112 | Train Acc: 62.45%
	 Val. Loss: 1.491 |  Val. Acc: 47.00%
Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.107 | Train Acc: 62.45%
	 Val. Loss: 1.485 |  Val. Acc: 47.00%
Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.103 | Train Acc: 62.45%
	 Val. Loss: 1.479 |  Val. Acc: 47.00%
Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.098 | Train Acc: 62.45%
	 Val. Loss: 1.472 |  Val. Acc: 47.00%
Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.093 | Train Acc: 62.45%
	 Val. Loss: 1.466 |  Val. Acc: 47.00%
Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.088 | Train Acc: 62.45%
	 Val. Loss: 1.460 |  Val. Acc: 47.00%
Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.083 | Train Acc: 62.45%
	 Val. Loss: 1.454 |  Val. Acc: 47.00%
Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.078 | Train Acc: 62.45%
	 Val. Loss: 1.448 |  Val. Acc: 47.00%
Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.074 | Train Acc: 62.45%
	 Val. Loss: 1.442 |  Val. Acc: 47.00%
Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.069 | Train Acc: 62.45%
	 Val. Loss: 1.436 |  Val. Acc: 47.00%
Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.064 | Train Acc: 62.45%
	 Val. Loss: 1.430 |  Val. Acc: 47.00%
Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.060 | Train Acc: 62.45%
	 Val. Loss: 1.424 |  Val. Acc: 47.00%
Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.055 | Train Acc: 62.45%
	 Val. Loss: 1.418 |  Val. Acc: 47.00%
Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.051 | Train Acc: 62.45%
	 Val. Loss: 1.412 |  Val. Acc: 47.00%
Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.046 | Train Acc: 62.45%
	 Val. Loss: 1.406 |  Val. Acc: 47.00%
Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.042 | Train Acc: 62.45%
	 Val. Loss: 1.401 |  Val. Acc: 47.00%
Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.037 | Train Acc: 62.45%
	 Val. Loss: 1.395 |  Val. Acc: 47.00%
Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.033 | Train Acc: 62.45%
	 Val. Loss: 1.389 |  Val. Acc: 47.00%
Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.029 | Train Acc: 62.45%
	 Val. Loss: 1.383 |  Val. Acc: 47.00%
Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.024 | Train Acc: 62.45%
	 Val. Loss: 1.378 |  Val. Acc: 47.00%
Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.020 | Train Acc: 62.45%
	 Val. Loss: 1.372 |  Val. Acc: 47.00%
Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.016 | Train Acc: 62.45%
	 Val. Loss: 1.366 |  Val. Acc: 47.00%
Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.012 | Train Acc: 62.45%
	 Val. Loss: 1.361 |  Val. Acc: 47.00%
Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.008 | Train Acc: 62.45%
	 Val. Loss: 1.355 |  Val. Acc: 47.00%
Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.003 | Train Acc: 62.45%
	 Val. Loss: 1.350 |  Val. Acc: 47.00%
Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.999 | Train Acc: 62.45%
	 Val. Loss: 1.345 |  Val. Acc: 47.00%
Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.995 | Train Acc: 62.45%
	 Val. Loss: 1.339 |  Val. Acc: 47.00%
Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.991 | Train Acc: 62.45%
	 Val. Loss: 1.334 |  Val. Acc: 47.00%
Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.988 | Train Acc: 62.45%
	 Val. Loss: 1.328 |  Val. Acc: 47.00%
Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.984 | Train Acc: 62.45%
	 Val. Loss: 1.323 |  Val. Acc: 47.00%
Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.980 | Train Acc: 62.45%
	 Val. Loss: 1.318 |  Val. Acc: 47.00%
Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.976 | Train Acc: 62.45%
	 Val. Loss: 1.313 |  Val. Acc: 47.00%
Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.972 | Train Acc: 62.45%
	 Val. Loss: 1.308 |  Val. Acc: 47.00%
Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.968 | Train Acc: 62.45%
	 Val. Loss: 1.302 |  Val. Acc: 47.00%
Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.965 | Train Acc: 62.45%
	 Val. Loss: 1.297 |  Val. Acc: 47.00%
Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.961 | Train Acc: 62.45%
	 Val. Loss: 1.292 |  Val. Acc: 47.00%
Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.958 | Train Acc: 62.45%
	 Val. Loss: 1.287 |  Val. Acc: 47.00%
Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.954 | Train Acc: 62.45%
	 Val. Loss: 1.282 |  Val. Acc: 47.00%
Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.950 | Train Acc: 62.45%
	 Val. Loss: 1.277 |  Val. Acc: 47.00%
Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.947 | Train Acc: 62.45%
	 Val. Loss: 1.273 |  Val. Acc: 47.00%
Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.943 | Train Acc: 62.45%
	 Val. Loss: 1.268 |  Val. Acc: 47.00%
Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.940 | Train Acc: 62.45%
	 Val. Loss: 1.263 |  Val. Acc: 47.00%
Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.937 | Train Acc: 62.45%
	 Val. Loss: 1.258 |  Val. Acc: 47.00%
Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.933 | Train Acc: 62.45%
	 Val. Loss: 1.254 |  Val. Acc: 47.00%
Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.930 | Train Acc: 62.45%
	 Val. Loss: 1.249 |  Val. Acc: 47.00%
Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.927 | Train Acc: 62.45%
	 Val. Loss: 1.244 |  Val. Acc: 47.00%
Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.924 | Train Acc: 62.45%
	 Val. Loss: 1.240 |  Val. Acc: 47.00%
Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.920 | Train Acc: 62.45%
	 Val. Loss: 1.235 |  Val. Acc: 47.00%
Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.917 | Train Acc: 62.45%
	 Val. Loss: 1.231 |  Val. Acc: 47.00%
Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.914 | Train Acc: 62.45%
	 Val. Loss: 1.226 |  Val. Acc: 47.00%
Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.911 | Train Acc: 62.45%
	 Val. Loss: 1.222 |  Val. Acc: 47.00%
Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.908 | Train Acc: 62.45%
	 Val. Loss: 1.218 |  Val. Acc: 47.00%
Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.905 | Train Acc: 62.45%
	 Val. Loss: 1.213 |  Val. Acc: 47.00%
Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.902 | Train Acc: 62.45%
	 Val. Loss: 1.209 |  Val. Acc: 47.00%
Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.899 | Train Acc: 62.45%
	 Val. Loss: 1.205 |  Val. Acc: 47.00%
Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.896 | Train Acc: 62.45%
	 Val. Loss: 1.201 |  Val. Acc: 47.00%
Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.893 | Train Acc: 62.45%
	 Val. Loss: 1.196 |  Val. Acc: 47.00%
Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.891 | Train Acc: 62.45%
	 Val. Loss: 1.192 |  Val. Acc: 47.00%
Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.888 | Train Acc: 62.45%
	 Val. Loss: 1.188 |  Val. Acc: 47.00%
Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.885 | Train Acc: 62.45%
	 Val. Loss: 1.184 |  Val. Acc: 47.00%
Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.882 | Train Acc: 62.45%
	 Val. Loss: 1.180 |  Val. Acc: 47.00%
Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.880 | Train Acc: 62.45%
	 Val. Loss: 1.176 |  Val. Acc: 47.00%
Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.877 | Train Acc: 62.45%
	 Val. Loss: 1.172 |  Val. Acc: 47.00%
Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.875 | Train Acc: 62.45%
	 Val. Loss: 1.169 |  Val. Acc: 47.00%
Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.872 | Train Acc: 62.45%
	 Val. Loss: 1.165 |  Val. Acc: 47.00%
Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.869 | Train Acc: 62.45%
	 Val. Loss: 1.161 |  Val. Acc: 47.00%
Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.867 | Train Acc: 62.45%
	 Val. Loss: 1.157 |  Val. Acc: 47.00%
Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.864 | Train Acc: 62.45%
	 Val. Loss: 1.154 |  Val. Acc: 47.00%
Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.862 | Train Acc: 62.45%
	 Val. Loss: 1.150 |  Val. Acc: 47.00%
Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.860 | Train Acc: 62.45%
	 Val. Loss: 1.146 |  Val. Acc: 47.00%
Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.857 | Train Acc: 62.45%
	 Val. Loss: 1.143 |  Val. Acc: 47.00%
Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.855 | Train Acc: 62.45%
	 Val. Loss: 1.139 |  Val. Acc: 47.00%
Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.853 | Train Acc: 62.45%
	 Val. Loss: 1.136 |  Val. Acc: 47.00%
Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.850 | Train Acc: 62.45%
	 Val. Loss: 1.132 |  Val. Acc: 47.00%
Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.848 | Train Acc: 62.45%
	 Val. Loss: 1.129 |  Val. Acc: 47.00%
Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.846 | Train Acc: 62.45%
	 Val. Loss: 1.126 |  Val. Acc: 47.00%
Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.844 | Train Acc: 62.45%
	 Val. Loss: 1.122 |  Val. Acc: 47.00%
Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.841 | Train Acc: 62.45%
	 Val. Loss: 1.119 |  Val. Acc: 47.00%
Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.839 | Train Acc: 62.45%
	 Val. Loss: 1.116 |  Val. Acc: 47.00%
Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.837 | Train Acc: 62.45%
	 Val. Loss: 1.113 |  Val. Acc: 47.00%
Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.835 | Train Acc: 62.45%
	 Val. Loss: 1.109 |  Val. Acc: 47.00%
Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.833 | Train Acc: 62.45%
	 Val. Loss: 1.106 |  Val. Acc: 47.00%
Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.831 | Train Acc: 62.45%
	 Val. Loss: 1.103 |  Val. Acc: 47.00%
Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.829 | Train Acc: 62.45%
	 Val. Loss: 1.100 |  Val. Acc: 47.00%
Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.827 | Train Acc: 62.45%
	 Val. Loss: 1.097 |  Val. Acc: 47.00%
Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.825 | Train Acc: 62.45%
	 Val. Loss: 1.094 |  Val. Acc: 47.00%
Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.823 | Train Acc: 62.45%
	 Val. Loss: 1.091 |  Val. Acc: 47.00%
Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.821 | Train Acc: 62.45%
	 Val. Loss: 1.088 |  Val. Acc: 47.00%
Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.819 | Train Acc: 62.45%
	 Val. Loss: 1.085 |  Val. Acc: 47.00%
Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.818 | Train Acc: 62.45%
	 Val. Loss: 1.082 |  Val. Acc: 47.00%
Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.816 | Train Acc: 62.45%
	 Val. Loss: 1.079 |  Val. Acc: 47.00%
Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.814 | Train Acc: 62.45%
	 Val. Loss: 1.077 |  Val. Acc: 47.00%
Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.812 | Train Acc: 62.45%
	 Val. Loss: 1.074 |  Val. Acc: 47.00%
Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.810 | Train Acc: 62.45%
	 Val. Loss: 1.071 |  Val. Acc: 47.00%
Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.809 | Train Acc: 62.45%
	 Val. Loss: 1.068 |  Val. Acc: 47.00%
Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.807 | Train Acc: 62.45%
	 Val. Loss: 1.066 |  Val. Acc: 47.00%
Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.805 | Train Acc: 62.45%
	 Val. Loss: 1.063 |  Val. Acc: 47.00%
Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.803 | Train Acc: 62.45%
	 Val. Loss: 1.060 |  Val. Acc: 47.00%
Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.802 | Train Acc: 62.45%
	 Val. Loss: 1.058 |  Val. Acc: 47.00%
Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.800 | Train Acc: 62.45%
	 Val. Loss: 1.055 |  Val. Acc: 47.00%
Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.799 | Train Acc: 62.45%
	 Val. Loss: 1.053 |  Val. Acc: 47.00%
Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.797 | Train Acc: 62.45%
	 Val. Loss: 1.050 |  Val. Acc: 47.00%
Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.795 | Train Acc: 62.45%
	 Val. Loss: 1.048 |  Val. Acc: 47.00%
Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.794 | Train Acc: 62.45%
	 Val. Loss: 1.045 |  Val. Acc: 47.00%
Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.792 | Train Acc: 62.45%
	 Val. Loss: 1.043 |  Val. Acc: 47.00%
Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.791 | Train Acc: 62.45%
	 Val. Loss: 1.040 |  Val. Acc: 47.00%
Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.789 | Train Acc: 62.45%
	 Val. Loss: 1.038 |  Val. Acc: 47.00%
Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.788 | Train Acc: 62.45%
	 Val. Loss: 1.036 |  Val. Acc: 47.00%
Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.786 | Train Acc: 62.45%
	 Val. Loss: 1.033 |  Val. Acc: 47.00%
Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.785 | Train Acc: 62.45%
	 Val. Loss: 1.031 |  Val. Acc: 47.00%
Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.783 | Train Acc: 62.45%
	 Val. Loss: 1.029 |  Val. Acc: 47.00%
Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.782 | Train Acc: 62.45%
	 Val. Loss: 1.027 |  Val. Acc: 47.00%
Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.781 | Train Acc: 62.45%
	 Val. Loss: 1.024 |  Val. Acc: 47.00%
Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.779 | Train Acc: 62.45%
	 Val. Loss: 1.022 |  Val. Acc: 47.00%
Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.778 | Train Acc: 62.45%
	 Val. Loss: 1.020 |  Val. Acc: 47.00%
Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.776 | Train Acc: 62.45%
	 Val. Loss: 1.018 |  Val. Acc: 47.00%
Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.775 | Train Acc: 62.45%
	 Val. Loss: 1.016 |  Val. Acc: 47.00%
Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.774 | Train Acc: 62.45%
	 Val. Loss: 1.014 |  Val. Acc: 47.00%
Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.772 | Train Acc: 62.45%
	 Val. Loss: 1.011 |  Val. Acc: 47.00%
Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.771 | Train Acc: 62.45%
	 Val. Loss: 1.009 |  Val. Acc: 47.00%
Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.770 | Train Acc: 62.45%
	 Val. Loss: 1.007 |  Val. Acc: 47.00%
Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.768 | Train Acc: 62.45%
	 Val. Loss: 1.005 |  Val. Acc: 47.00%
Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.767 | Train Acc: 62.45%
	 Val. Loss: 1.003 |  Val. Acc: 47.00%
Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.766 | Train Acc: 62.45%
	 Val. Loss: 1.001 |  Val. Acc: 47.00%
Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.765 | Train Acc: 62.45%
	 Val. Loss: 0.999 |  Val. Acc: 47.00%
Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.763 | Train Acc: 62.45%
	 Val. Loss: 0.997 |  Val. Acc: 47.00%
Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.762 | Train Acc: 62.45%
	 Val. Loss: 0.995 |  Val. Acc: 47.00%
Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.761 | Train Acc: 62.45%
	 Val. Loss: 0.993 |  Val. Acc: 47.00%
Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.760 | Train Acc: 62.45%
	 Val. Loss: 0.992 |  Val. Acc: 47.00%
Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.759 | Train Acc: 62.45%
	 Val. Loss: 0.990 |  Val. Acc: 47.00%
Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.758 | Train Acc: 62.45%
	 Val. Loss: 0.988 |  Val. Acc: 47.00%
Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.756 | Train Acc: 62.45%
	 Val. Loss: 0.986 |  Val. Acc: 47.00%
Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.755 | Train Acc: 62.45%
	 Val. Loss: 0.984 |  Val. Acc: 47.00%
Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.754 | Train Acc: 62.45%
	 Val. Loss: 0.982 |  Val. Acc: 47.00%
Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.753 | Train Acc: 62.45%
	 Val. Loss: 0.981 |  Val. Acc: 47.00%
Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.752 | Train Acc: 62.45%
	 Val. Loss: 0.979 |  Val. Acc: 47.00%
Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.751 | Train Acc: 62.45%
	 Val. Loss: 0.977 |  Val. Acc: 47.00%
Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.750 | Train Acc: 62.45%
	 Val. Loss: 0.975 |  Val. Acc: 47.00%
Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.749 | Train Acc: 62.45%
	 Val. Loss: 0.974 |  Val. Acc: 47.00%
Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.748 | Train Acc: 62.45%
	 Val. Loss: 0.972 |  Val. Acc: 47.00%
Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.747 | Train Acc: 62.45%
	 Val. Loss: 0.970 |  Val. Acc: 47.00%
Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.745 | Train Acc: 62.45%
	 Val. Loss: 0.968 |  Val. Acc: 47.00%
Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.744 | Train Acc: 62.45%
	 Val. Loss: 0.967 |  Val. Acc: 47.00%
Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.743 | Train Acc: 62.45%
	 Val. Loss: 0.965 |  Val. Acc: 47.00%
Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.742 | Train Acc: 62.45%
	 Val. Loss: 0.964 |  Val. Acc: 47.00%
Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.741 | Train Acc: 62.45%
	 Val. Loss: 0.962 |  Val. Acc: 47.00%
Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.740 | Train Acc: 62.45%
	 Val. Loss: 0.960 |  Val. Acc: 47.00%
Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.739 | Train Acc: 62.45%
	 Val. Loss: 0.959 |  Val. Acc: 47.00%
Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.738 | Train Acc: 62.45%
	 Val. Loss: 0.957 |  Val. Acc: 47.00%
Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.737 | Train Acc: 62.45%
	 Val. Loss: 0.956 |  Val. Acc: 47.00%
Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.736 | Train Acc: 62.45%
	 Val. Loss: 0.954 |  Val. Acc: 47.00%
Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.736 | Train Acc: 62.45%
	 Val. Loss: 0.952 |  Val. Acc: 47.00%
Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.735 | Train Acc: 62.45%
	 Val. Loss: 0.951 |  Val. Acc: 47.00%
Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.734 | Train Acc: 62.45%
	 Val. Loss: 0.949 |  Val. Acc: 47.00%
Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.733 | Train Acc: 62.45%
	 Val. Loss: 0.948 |  Val. Acc: 47.00%
Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.732 | Train Acc: 62.45%
	 Val. Loss: 0.946 |  Val. Acc: 47.00%
Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.731 | Train Acc: 62.45%
	 Val. Loss: 0.945 |  Val. Acc: 47.00%
Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.730 | Train Acc: 62.45%
	 Val. Loss: 0.943 |  Val. Acc: 47.00%
Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.729 | Train Acc: 62.45%
	 Val. Loss: 0.942 |  Val. Acc: 47.00%
Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.728 | Train Acc: 62.45%
	 Val. Loss: 0.941 |  Val. Acc: 47.00%
Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.727 | Train Acc: 62.45%
	 Val. Loss: 0.939 |  Val. Acc: 47.00%
Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.726 | Train Acc: 62.45%
	 Val. Loss: 0.938 |  Val. Acc: 47.00%
Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.726 | Train Acc: 62.45%
	 Val. Loss: 0.936 |  Val. Acc: 47.00%
Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.725 | Train Acc: 62.45%
	 Val. Loss: 0.935 |  Val. Acc: 47.00%
Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.724 | Train Acc: 62.45%
	 Val. Loss: 0.933 |  Val. Acc: 47.00%
Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.723 | Train Acc: 62.45%
	 Val. Loss: 0.932 |  Val. Acc: 47.00%
Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.722 | Train Acc: 62.45%
	 Val. Loss: 0.931 |  Val. Acc: 47.00%
Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.721 | Train Acc: 62.45%
	 Val. Loss: 0.929 |  Val. Acc: 47.00%
Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.721 | Train Acc: 62.45%
	 Val. Loss: 0.928 |  Val. Acc: 47.00%
Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.720 | Train Acc: 62.45%
	 Val. Loss: 0.927 |  Val. Acc: 47.00%
Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.719 | Train Acc: 62.45%
	 Val. Loss: 0.925 |  Val. Acc: 47.00%
Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.718 | Train Acc: 62.45%
	 Val. Loss: 0.924 |  Val. Acc: 47.00%
Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.717 | Train Acc: 62.45%
	 Val. Loss: 0.923 |  Val. Acc: 47.00%
Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.717 | Train Acc: 62.45%
	 Val. Loss: 0.921 |  Val. Acc: 47.00%
Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.716 | Train Acc: 62.45%
	 Val. Loss: 0.920 |  Val. Acc: 47.00%
Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.715 | Train Acc: 62.45%
	 Val. Loss: 0.919 |  Val. Acc: 47.00%
Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.714 | Train Acc: 62.45%
	 Val. Loss: 0.918 |  Val. Acc: 47.00%
Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.713 | Train Acc: 62.45%
	 Val. Loss: 0.916 |  Val. Acc: 47.00%
Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.713 | Train Acc: 62.45%
	 Val. Loss: 0.915 |  Val. Acc: 47.00%
Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.712 | Train Acc: 62.45%
	 Val. Loss: 0.914 |  Val. Acc: 47.00%
Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.711 | Train Acc: 62.45%
	 Val. Loss: 0.913 |  Val. Acc: 47.00%
Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.710 | Train Acc: 62.45%
	 Val. Loss: 0.911 |  Val. Acc: 47.00%
Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.710 | Train Acc: 62.45%
	 Val. Loss: 0.910 |  Val. Acc: 47.00%
Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.709 | Train Acc: 62.45%
	 Val. Loss: 0.909 |  Val. Acc: 47.00%
Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.708 | Train Acc: 62.45%
	 Val. Loss: 0.908 |  Val. Acc: 47.00%
Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.707 | Train Acc: 62.45%
	 Val. Loss: 0.907 |  Val. Acc: 47.00%
Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.707 | Train Acc: 62.45%
	 Val. Loss: 0.905 |  Val. Acc: 47.00%
Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.706 | Train Acc: 62.45%
	 Val. Loss: 0.904 |  Val. Acc: 47.00%
Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.705 | Train Acc: 62.45%
	 Val. Loss: 0.903 |  Val. Acc: 47.00%
Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.705 | Train Acc: 62.45%
	 Val. Loss: 0.902 |  Val. Acc: 47.00%
Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.704 | Train Acc: 62.45%
	 Val. Loss: 0.901 |  Val. Acc: 47.00%
Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.703 | Train Acc: 62.45%
	 Val. Loss: 0.900 |  Val. Acc: 47.00%
Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.703 | Train Acc: 62.45%
	 Val. Loss: 0.899 |  Val. Acc: 47.00%
Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.702 | Train Acc: 62.45%
	 Val. Loss: 0.897 |  Val. Acc: 47.00%
Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.701 | Train Acc: 62.45%
	 Val. Loss: 0.896 |  Val. Acc: 47.00%
Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.701 | Train Acc: 62.45%
	 Val. Loss: 0.895 |  Val. Acc: 47.00%
Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.700 | Train Acc: 62.45%
	 Val. Loss: 0.894 |  Val. Acc: 47.00%
Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.699 | Train Acc: 62.45%
	 Val. Loss: 0.893 |  Val. Acc: 47.00%
Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.699 | Train Acc: 62.45%
	 Val. Loss: 0.892 |  Val. Acc: 47.00%
Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.698 | Train Acc: 62.45%
	 Val. Loss: 0.891 |  Val. Acc: 47.00%
Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.697 | Train Acc: 62.45%
	 Val. Loss: 0.890 |  Val. Acc: 47.00%
Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.697 | Train Acc: 62.45%
	 Val. Loss: 0.889 |  Val. Acc: 47.00%
Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.696 | Train Acc: 62.45%
	 Val. Loss: 0.888 |  Val. Acc: 47.00%
Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.695 | Train Acc: 62.45%
	 Val. Loss: 0.887 |  Val. Acc: 47.00%
Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.695 | Train Acc: 62.45%
	 Val. Loss: 0.886 |  Val. Acc: 47.00%
Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.694 | Train Acc: 62.45%
	 Val. Loss: 0.885 |  Val. Acc: 47.00%
Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.694 | Train Acc: 62.45%
	 Val. Loss: 0.884 |  Val. Acc: 47.00%
Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.693 | Train Acc: 62.45%
	 Val. Loss: 0.882 |  Val. Acc: 47.00%
Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.692 | Train Acc: 62.45%
	 Val. Loss: 0.881 |  Val. Acc: 47.00%
Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.692 | Train Acc: 62.45%
	 Val. Loss: 0.880 |  Val. Acc: 47.00%
Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.691 | Train Acc: 62.45%
	 Val. Loss: 0.879 |  Val. Acc: 47.00%
Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.691 | Train Acc: 62.45%
	 Val. Loss: 0.878 |  Val. Acc: 47.00%
Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.690 | Train Acc: 62.45%
	 Val. Loss: 0.877 |  Val. Acc: 47.00%
Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.689 | Train Acc: 62.45%
	 Val. Loss: 0.876 |  Val. Acc: 47.00%
Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.689 | Train Acc: 62.45%
	 Val. Loss: 0.875 |  Val. Acc: 47.00%
Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.688 | Train Acc: 62.45%
	 Val. Loss: 0.874 |  Val. Acc: 47.00%
Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.688 | Train Acc: 62.45%
	 Val. Loss: 0.874 |  Val. Acc: 47.00%
Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.687 | Train Acc: 62.45%
	 Val. Loss: 0.873 |  Val. Acc: 47.00%
Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.686 | Train Acc: 62.45%
	 Val. Loss: 0.872 |  Val. Acc: 47.00%
Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.686 | Train Acc: 62.45%
	 Val. Loss: 0.871 |  Val. Acc: 47.00%
Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.685 | Train Acc: 62.45%
	 Val. Loss: 0.870 |  Val. Acc: 47.00%
Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.685 | Train Acc: 62.45%
	 Val. Loss: 0.869 |  Val. Acc: 47.00%
Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.684 | Train Acc: 62.45%
	 Val. Loss: 0.868 |  Val. Acc: 47.00%
Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.684 | Train Acc: 62.45%
	 Val. Loss: 0.867 |  Val. Acc: 47.00%
Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.683 | Train Acc: 62.45%
	 Val. Loss: 0.866 |  Val. Acc: 47.00%
Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.683 | Train Acc: 62.45%
	 Val. Loss: 0.865 |  Val. Acc: 47.00%
Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.682 | Train Acc: 62.45%
	 Val. Loss: 0.864 |  Val. Acc: 47.00%
Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.681 | Train Acc: 62.45%
	 Val. Loss: 0.863 |  Val. Acc: 47.00%
Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.681 | Train Acc: 62.45%
	 Val. Loss: 0.862 |  Val. Acc: 47.00%
Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.680 | Train Acc: 62.45%
	 Val. Loss: 0.861 |  Val. Acc: 47.00%
Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.680 | Train Acc: 62.45%
	 Val. Loss: 0.860 |  Val. Acc: 47.00%
Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.679 | Train Acc: 62.45%
	 Val. Loss: 0.860 |  Val. Acc: 47.00%
Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.679 | Train Acc: 62.45%
	 Val. Loss: 0.859 |  Val. Acc: 47.00%
Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.678 | Train Acc: 62.45%
	 Val. Loss: 0.858 |  Val. Acc: 47.00%
Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.678 | Train Acc: 62.45%
	 Val. Loss: 0.857 |  Val. Acc: 47.00%
Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.677 | Train Acc: 62.45%
	 Val. Loss: 0.856 |  Val. Acc: 47.00%
Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.677 | Train Acc: 62.45%
	 Val. Loss: 0.855 |  Val. Acc: 47.00%
Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.676 | Train Acc: 62.45%
	 Val. Loss: 0.854 |  Val. Acc: 47.00%
Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.676 | Train Acc: 62.45%
	 Val. Loss: 0.854 |  Val. Acc: 47.00%
Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.675 | Train Acc: 62.45%
	 Val. Loss: 0.853 |  Val. Acc: 47.00%
Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.675 | Train Acc: 62.45%
	 Val. Loss: 0.852 |  Val. Acc: 47.00%
Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.674 | Train Acc: 62.45%
	 Val. Loss: 0.851 |  Val. Acc: 47.00%
Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.674 | Train Acc: 62.45%
	 Val. Loss: 0.850 |  Val. Acc: 47.00%
Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.673 | Train Acc: 62.45%
	 Val. Loss: 0.849 |  Val. Acc: 47.00%
Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.673 | Train Acc: 62.45%
	 Val. Loss: 0.848 |  Val. Acc: 47.00%
Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.672 | Train Acc: 62.45%
	 Val. Loss: 0.848 |  Val. Acc: 47.00%
Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.672 | Train Acc: 62.45%
	 Val. Loss: 0.847 |  Val. Acc: 47.00%
Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.671 | Train Acc: 62.45%
	 Val. Loss: 0.846 |  Val. Acc: 47.00%
Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.671 | Train Acc: 62.45%
	 Val. Loss: 0.845 |  Val. Acc: 47.00%
Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.670 | Train Acc: 62.45%
	 Val. Loss: 0.844 |  Val. Acc: 47.00%
Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.670 | Train Acc: 62.45%
	 Val. Loss: 0.844 |  Val. Acc: 47.00%
Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.669 | Train Acc: 62.45%
	 Val. Loss: 0.843 |  Val. Acc: 47.00%
Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.669 | Train Acc: 62.45%
	 Val. Loss: 0.842 |  Val. Acc: 47.00%
Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.669 | Train Acc: 62.45%
	 Val. Loss: 0.841 |  Val. Acc: 47.00%
Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.668 | Train Acc: 62.45%
	 Val. Loss: 0.840 |  Val. Acc: 47.00%
Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.668 | Train Acc: 62.45%
	 Val. Loss: 0.840 |  Val. Acc: 47.00%
Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.667 | Train Acc: 62.45%
	 Val. Loss: 0.839 |  Val. Acc: 47.00%
Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.667 | Train Acc: 62.45%
	 Val. Loss: 0.838 |  Val. Acc: 47.00%
Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.666 | Train Acc: 62.45%
	 Val. Loss: 0.837 |  Val. Acc: 47.00%
Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.666 | Train Acc: 62.45%
	 Val. Loss: 0.837 |  Val. Acc: 47.00%
Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.665 | Train Acc: 62.45%
	 Val. Loss: 0.836 |  Val. Acc: 47.00%
Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.665 | Train Acc: 62.45%
	 Val. Loss: 0.835 |  Val. Acc: 47.00%
Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.665 | Train Acc: 62.45%
	 Val. Loss: 0.834 |  Val. Acc: 47.00%
Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.664 | Train Acc: 62.45%
	 Val. Loss: 0.834 |  Val. Acc: 47.00%
Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.664 | Train Acc: 62.45%
	 Val. Loss: 0.833 |  Val. Acc: 47.00%
Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.663 | Train Acc: 62.45%
	 Val. Loss: 0.832 |  Val. Acc: 47.00%
Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.663 | Train Acc: 62.45%
	 Val. Loss: 0.831 |  Val. Acc: 47.00%
Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.662 | Train Acc: 62.45%
	 Val. Loss: 0.831 |  Val. Acc: 47.00%
Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.662 | Train Acc: 62.45%
	 Val. Loss: 0.830 |  Val. Acc: 47.00%
Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.662 | Train Acc: 62.45%
	 Val. Loss: 0.829 |  Val. Acc: 47.00%
Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.661 | Train Acc: 62.45%
	 Val. Loss: 0.828 |  Val. Acc: 47.00%
Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.661 | Train Acc: 62.45%
	 Val. Loss: 0.828 |  Val. Acc: 47.00%
Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.660 | Train Acc: 62.45%
	 Val. Loss: 0.827 |  Val. Acc: 47.00%
Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.660 | Train Acc: 62.45%
	 Val. Loss: 0.826 |  Val. Acc: 47.00%
Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.659 | Train Acc: 62.45%
	 Val. Loss: 0.826 |  Val. Acc: 47.00%
Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.659 | Train Acc: 62.45%
	 Val. Loss: 0.825 |  Val. Acc: 47.00%
Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.659 | Train Acc: 62.45%
	 Val. Loss: 0.824 |  Val. Acc: 47.00%
Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.658 | Train Acc: 62.45%
	 Val. Loss: 0.823 |  Val. Acc: 47.00%
Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.658 | Train Acc: 62.45%
	 Val. Loss: 0.823 |  Val. Acc: 47.00%
Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.657 | Train Acc: 62.45%
	 Val. Loss: 0.822 |  Val. Acc: 47.00%
Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.657 | Train Acc: 62.45%
	 Val. Loss: 0.821 |  Val. Acc: 47.00%
Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.657 | Train Acc: 62.45%
	 Val. Loss: 0.821 |  Val. Acc: 47.00%
Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.656 | Train Acc: 62.45%
	 Val. Loss: 0.820 |  Val. Acc: 47.00%
Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.656 | Train Acc: 62.45%
	 Val. Loss: 0.819 |  Val. Acc: 47.00%
Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.655 | Train Acc: 62.45%
	 Val. Loss: 0.819 |  Val. Acc: 47.00%
Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.655 | Train Acc: 62.45%
	 Val. Loss: 0.818 |  Val. Acc: 47.00%
Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.655 | Train Acc: 62.45%
	 Val. Loss: 0.817 |  Val. Acc: 47.00%
Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.654 | Train Acc: 62.45%
	 Val. Loss: 0.817 |  Val. Acc: 47.00%
Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.654 | Train Acc: 62.45%
	 Val. Loss: 0.816 |  Val. Acc: 47.00%
Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.654 | Train Acc: 62.45%
	 Val. Loss: 0.815 |  Val. Acc: 47.00%
Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.653 | Train Acc: 62.45%
	 Val. Loss: 0.815 |  Val. Acc: 47.00%
Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.653 | Train Acc: 62.45%
	 Val. Loss: 0.814 |  Val. Acc: 47.00%
Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.652 | Train Acc: 62.45%
	 Val. Loss: 0.813 |  Val. Acc: 47.00%
Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.652 | Train Acc: 62.45%
	 Val. Loss: 0.813 |  Val. Acc: 47.00%
Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.652 | Train Acc: 62.45%
	 Val. Loss: 0.812 |  Val. Acc: 47.00%
Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.651 | Train Acc: 62.45%
	 Val. Loss: 0.811 |  Val. Acc: 47.00%
Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.651 | Train Acc: 62.45%
	 Val. Loss: 0.811 |  Val. Acc: 47.00%
Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.651 | Train Acc: 62.45%
	 Val. Loss: 0.810 |  Val. Acc: 47.00%
Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.650 | Train Acc: 62.45%
	 Val. Loss: 0.809 |  Val. Acc: 47.00%
Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.650 | Train Acc: 62.45%
	 Val. Loss: 0.809 |  Val. Acc: 47.00%
Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.649 | Train Acc: 62.45%
	 Val. Loss: 0.808 |  Val. Acc: 47.00%
Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.649 | Train Acc: 62.45%
	 Val. Loss: 0.808 |  Val. Acc: 47.00%
Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.649 | Train Acc: 62.45%
	 Val. Loss: 0.807 |  Val. Acc: 47.00%
Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.648 | Train Acc: 62.45%
	 Val. Loss: 0.806 |  Val. Acc: 47.00%
Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.648 | Train Acc: 62.45%
	 Val. Loss: 0.806 |  Val. Acc: 47.00%
Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.648 | Train Acc: 62.45%
	 Val. Loss: 0.805 |  Val. Acc: 47.00%
Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.647 | Train Acc: 62.45%
	 Val. Loss: 0.804 |  Val. Acc: 47.00%
Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.647 | Train Acc: 62.45%
	 Val. Loss: 0.804 |  Val. Acc: 47.00%
Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.647 | Train Acc: 62.45%
	 Val. Loss: 0.803 |  Val. Acc: 47.00%
Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.646 | Train Acc: 62.45%
	 Val. Loss: 0.803 |  Val. Acc: 47.00%
Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.646 | Train Acc: 62.45%
	 Val. Loss: 0.802 |  Val. Acc: 47.00%
Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.646 | Train Acc: 62.45%
	 Val. Loss: 0.801 |  Val. Acc: 47.00%
Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.645 | Train Acc: 62.45%
	 Val. Loss: 0.801 |  Val. Acc: 47.00%
Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.645 | Train Acc: 62.45%
	 Val. Loss: 0.800 |  Val. Acc: 47.00%
Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.645 | Train Acc: 62.45%
	 Val. Loss: 0.800 |  Val. Acc: 47.00%
Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.644 | Train Acc: 62.45%
	 Val. Loss: 0.799 |  Val. Acc: 47.00%
Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.644 | Train Acc: 62.45%
	 Val. Loss: 0.798 |  Val. Acc: 47.00%
Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.644 | Train Acc: 62.45%
	 Val. Loss: 0.798 |  Val. Acc: 47.00%
Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.643 | Train Acc: 62.45%
	 Val. Loss: 0.797 |  Val. Acc: 47.00%
Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.643 | Train Acc: 62.45%
	 Val. Loss: 0.797 |  Val. Acc: 47.00%
Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.643 | Train Acc: 62.45%
	 Val. Loss: 0.796 |  Val. Acc: 47.00%
Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.642 | Train Acc: 62.45%
	 Val. Loss: 0.795 |  Val. Acc: 47.00%
Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.642 | Train Acc: 62.45%
	 Val. Loss: 0.795 |  Val. Acc: 47.00%
Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.642 | Train Acc: 62.45%
	 Val. Loss: 0.794 |  Val. Acc: 47.00%
Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.641 | Train Acc: 62.45%
	 Val. Loss: 0.794 |  Val. Acc: 47.00%
Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.641 | Train Acc: 62.45%
	 Val. Loss: 0.793 |  Val. Acc: 47.00%
Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.641 | Train Acc: 62.45%
	 Val. Loss: 0.793 |  Val. Acc: 47.00%
Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.640 | Train Acc: 62.45%
	 Val. Loss: 0.792 |  Val. Acc: 47.00%
Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.640 | Train Acc: 62.45%
	 Val. Loss: 0.792 |  Val. Acc: 47.00%
Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.640 | Train Acc: 62.45%
	 Val. Loss: 0.791 |  Val. Acc: 47.00%
Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.639 | Train Acc: 62.45%
	 Val. Loss: 0.790 |  Val. Acc: 47.00%
Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.639 | Train Acc: 62.45%
	 Val. Loss: 0.790 |  Val. Acc: 47.00%
Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.639 | Train Acc: 62.45%
	 Val. Loss: 0.789 |  Val. Acc: 47.00%
Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.638 | Train Acc: 62.45%
	 Val. Loss: 0.789 |  Val. Acc: 47.00%
Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.638 | Train Acc: 62.45%
	 Val. Loss: 0.788 |  Val. Acc: 47.00%
Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.638 | Train Acc: 62.45%
	 Val. Loss: 0.788 |  Val. Acc: 47.00%
Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 62.45%
	 Val. Loss: 0.787 |  Val. Acc: 47.00%
Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 62.45%
	 Val. Loss: 0.787 |  Val. Acc: 47.00%
Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 62.45%
	 Val. Loss: 0.786 |  Val. Acc: 47.00%
Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 62.45%
	 Val. Loss: 0.785 |  Val. Acc: 47.00%
Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.636 | Train Acc: 62.45%
	 Val. Loss: 0.785 |  Val. Acc: 47.00%
Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.636 | Train Acc: 62.45%
	 Val. Loss: 0.784 |  Val. Acc: 47.00%
Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.636 | Train Acc: 62.45%
	 Val. Loss: 0.784 |  Val. Acc: 47.00%
Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.635 | Train Acc: 62.45%
	 Val. Loss: 0.783 |  Val. Acc: 47.00%
Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.635 | Train Acc: 62.45%
	 Val. Loss: 0.783 |  Val. Acc: 47.00%
Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.635 | Train Acc: 62.45%
	 Val. Loss: 0.782 |  Val. Acc: 47.00%
Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.634 | Train Acc: 62.45%
	 Val. Loss: 0.782 |  Val. Acc: 47.00%
Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.634 | Train Acc: 62.45%
	 Val. Loss: 0.781 |  Val. Acc: 47.00%
Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.634 | Train Acc: 62.45%
	 Val. Loss: 0.781 |  Val. Acc: 47.00%
Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.634 | Train Acc: 62.45%
	 Val. Loss: 0.780 |  Val. Acc: 47.00%
Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.633 | Train Acc: 62.45%
	 Val. Loss: 0.780 |  Val. Acc: 47.00%
Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.633 | Train Acc: 62.45%
	 Val. Loss: 0.779 |  Val. Acc: 47.00%
Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.633 | Train Acc: 62.45%
	 Val. Loss: 0.779 |  Val. Acc: 47.00%
Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.632 | Train Acc: 62.45%
	 Val. Loss: 0.778 |  Val. Acc: 47.00%
Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.632 | Train Acc: 62.45%
	 Val. Loss: 0.778 |  Val. Acc: 47.00%
Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.632 | Train Acc: 62.45%
	 Val. Loss: 0.777 |  Val. Acc: 47.00%
Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.632 | Train Acc: 62.45%
	 Val. Loss: 0.777 |  Val. Acc: 47.00%
Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.631 | Train Acc: 62.45%
	 Val. Loss: 0.776 |  Val. Acc: 47.00%
Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.631 | Train Acc: 62.45%
	 Val. Loss: 0.776 |  Val. Acc: 47.00%
Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.631 | Train Acc: 62.45%
	 Val. Loss: 0.775 |  Val. Acc: 47.00%
Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.630 | Train Acc: 62.45%
	 Val. Loss: 0.775 |  Val. Acc: 47.00%
Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.630 | Train Acc: 62.45%
	 Val. Loss: 0.774 |  Val. Acc: 47.00%
Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.630 | Train Acc: 62.45%
	 Val. Loss: 0.774 |  Val. Acc: 47.00%
Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.630 | Train Acc: 62.45%
	 Val. Loss: 0.773 |  Val. Acc: 47.00%
Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.629 | Train Acc: 62.45%
	 Val. Loss: 0.773 |  Val. Acc: 47.00%
Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.629 | Train Acc: 62.45%
	 Val. Loss: 0.772 |  Val. Acc: 47.00%
Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.629 | Train Acc: 62.45%
	 Val. Loss: 0.772 |  Val. Acc: 47.00%
Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.628 | Train Acc: 62.45%
	 Val. Loss: 0.771 |  Val. Acc: 47.00%
Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.628 | Train Acc: 62.45%
	 Val. Loss: 0.771 |  Val. Acc: 47.00%
Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.628 | Train Acc: 62.45%
	 Val. Loss: 0.770 |  Val. Acc: 47.00%
Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.628 | Train Acc: 62.45%
	 Val. Loss: 0.770 |  Val. Acc: 47.00%
Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.627 | Train Acc: 62.45%
	 Val. Loss: 0.769 |  Val. Acc: 47.00%
Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.627 | Train Acc: 62.45%
	 Val. Loss: 0.769 |  Val. Acc: 47.00%
Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.627 | Train Acc: 62.45%
	 Val. Loss: 0.768 |  Val. Acc: 47.00%
Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.627 | Train Acc: 62.45%
	 Val. Loss: 0.768 |  Val. Acc: 47.00%
Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.626 | Train Acc: 62.45%
	 Val. Loss: 0.767 |  Val. Acc: 47.00%
Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.626 | Train Acc: 62.45%
	 Val. Loss: 0.767 |  Val. Acc: 47.00%
Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.626 | Train Acc: 62.45%
	 Val. Loss: 0.766 |  Val. Acc: 47.00%
Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.625 | Train Acc: 62.45%
	 Val. Loss: 0.766 |  Val. Acc: 47.00%
Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.625 | Train Acc: 62.45%
	 Val. Loss: 0.766 |  Val. Acc: 47.00%
Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.625 | Train Acc: 62.45%
	 Val. Loss: 0.765 |  Val. Acc: 47.00%
Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.625 | Train Acc: 62.45%
	 Val. Loss: 0.765 |  Val. Acc: 47.00%
Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.624 | Train Acc: 62.45%
	 Val. Loss: 0.764 |  Val. Acc: 47.00%
Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.624 | Train Acc: 62.45%
	 Val. Loss: 0.764 |  Val. Acc: 47.00%
Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.624 | Train Acc: 62.45%
	 Val. Loss: 0.763 |  Val. Acc: 47.00%
Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.624 | Train Acc: 62.45%
	 Val. Loss: 0.763 |  Val. Acc: 47.00%
Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.623 | Train Acc: 62.45%
	 Val. Loss: 0.762 |  Val. Acc: 47.00%
Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.623 | Train Acc: 62.45%
	 Val. Loss: 0.762 |  Val. Acc: 47.00%
Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.623 | Train Acc: 62.45%
	 Val. Loss: 0.761 |  Val. Acc: 47.00%
Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.623 | Train Acc: 62.45%
	 Val. Loss: 0.761 |  Val. Acc: 47.00%
Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.622 | Train Acc: 62.45%
	 Val. Loss: 0.760 |  Val. Acc: 47.00%
Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.622 | Train Acc: 62.45%
	 Val. Loss: 0.760 |  Val. Acc: 47.00%
Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.622 | Train Acc: 62.45%
	 Val. Loss: 0.760 |  Val. Acc: 47.00%
Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.622 | Train Acc: 62.45%
	 Val. Loss: 0.759 |  Val. Acc: 47.00%
Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.621 | Train Acc: 62.45%
	 Val. Loss: 0.759 |  Val. Acc: 47.00%
Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.621 | Train Acc: 62.45%
	 Val. Loss: 0.758 |  Val. Acc: 47.00%
Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.621 | Train Acc: 62.45%
	 Val. Loss: 0.758 |  Val. Acc: 47.00%
Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.621 | Train Acc: 62.45%
	 Val. Loss: 0.757 |  Val. Acc: 47.00%
Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.620 | Train Acc: 62.45%
	 Val. Loss: 0.757 |  Val. Acc: 47.00%
Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.620 | Train Acc: 62.45%
	 Val. Loss: 0.756 |  Val. Acc: 47.00%
Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.620 | Train Acc: 62.45%
	 Val. Loss: 0.756 |  Val. Acc: 47.00%
Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.620 | Train Acc: 62.45%
	 Val. Loss: 0.756 |  Val. Acc: 47.00%
Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.619 | Train Acc: 62.45%
	 Val. Loss: 0.755 |  Val. Acc: 47.00%
Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.619 | Train Acc: 62.45%
	 Val. Loss: 0.755 |  Val. Acc: 47.00%
Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.619 | Train Acc: 62.45%
	 Val. Loss: 0.754 |  Val. Acc: 47.00%
Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.619 | Train Acc: 62.45%
	 Val. Loss: 0.754 |  Val. Acc: 47.00%
Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.618 | Train Acc: 62.45%
	 Val. Loss: 0.753 |  Val. Acc: 47.00%
Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.618 | Train Acc: 62.45%
	 Val. Loss: 0.753 |  Val. Acc: 47.00%
Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.618 | Train Acc: 62.45%
	 Val. Loss: 0.753 |  Val. Acc: 47.00%
Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.618 | Train Acc: 62.45%
	 Val. Loss: 0.752 |  Val. Acc: 47.00%
Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.617 | Train Acc: 62.45%
	 Val. Loss: 0.752 |  Val. Acc: 47.00%
Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.617 | Train Acc: 62.45%
	 Val. Loss: 0.751 |  Val. Acc: 47.00%
Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.617 | Train Acc: 62.45%
	 Val. Loss: 0.751 |  Val. Acc: 47.00%
Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.617 | Train Acc: 62.45%
	 Val. Loss: 0.751 |  Val. Acc: 47.00%
Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.616 | Train Acc: 62.45%
	 Val. Loss: 0.750 |  Val. Acc: 47.00%
Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.616 | Train Acc: 62.45%
	 Val. Loss: 0.750 |  Val. Acc: 47.00%
Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.616 | Train Acc: 62.45%
	 Val. Loss: 0.749 |  Val. Acc: 47.00%
Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.616 | Train Acc: 62.45%
	 Val. Loss: 0.749 |  Val. Acc: 47.00%
Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.615 | Train Acc: 62.45%
	 Val. Loss: 0.748 |  Val. Acc: 47.00%
Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.615 | Train Acc: 62.45%
	 Val. Loss: 0.748 |  Val. Acc: 47.00%
Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.615 | Train Acc: 62.45%
	 Val. Loss: 0.748 |  Val. Acc: 47.00%
Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.615 | Train Acc: 62.45%
	 Val. Loss: 0.747 |  Val. Acc: 47.00%
Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.615 | Train Acc: 62.45%
	 Val. Loss: 0.747 |  Val. Acc: 47.00%
Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.614 | Train Acc: 62.45%
	 Val. Loss: 0.746 |  Val. Acc: 47.00%
Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.614 | Train Acc: 62.45%
	 Val. Loss: 0.746 |  Val. Acc: 47.00%
Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.614 | Train Acc: 62.45%
	 Val. Loss: 0.746 |  Val. Acc: 47.00%
Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.614 | Train Acc: 62.45%
	 Val. Loss: 0.745 |  Val. Acc: 47.00%
Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.613 | Train Acc: 62.45%
	 Val. Loss: 0.745 |  Val. Acc: 47.00%
Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.613 | Train Acc: 62.45%
	 Val. Loss: 0.744 |  Val. Acc: 47.00%
Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.613 | Train Acc: 62.45%
	 Val. Loss: 0.744 |  Val. Acc: 47.00%
Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.613 | Train Acc: 62.45%
	 Val. Loss: 0.744 |  Val. Acc: 47.00%
Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.612 | Train Acc: 62.45%
	 Val. Loss: 0.743 |  Val. Acc: 47.00%
Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.612 | Train Acc: 62.45%
	 Val. Loss: 0.743 |  Val. Acc: 47.00%
Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.612 | Train Acc: 62.45%
	 Val. Loss: 0.742 |  Val. Acc: 47.00%
Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.612 | Train Acc: 62.45%
	 Val. Loss: 0.742 |  Val. Acc: 47.00%
Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.612 | Train Acc: 62.45%
	 Val. Loss: 0.742 |  Val. Acc: 47.00%
Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.611 | Train Acc: 62.45%
	 Val. Loss: 0.741 |  Val. Acc: 47.00%
Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.611 | Train Acc: 62.45%
	 Val. Loss: 0.741 |  Val. Acc: 47.00%
Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.611 | Train Acc: 62.45%
	 Val. Loss: 0.740 |  Val. Acc: 47.00%
Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.611 | Train Acc: 62.45%
	 Val. Loss: 0.740 |  Val. Acc: 47.00%
Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.610 | Train Acc: 62.45%
	 Val. Loss: 0.740 |  Val. Acc: 47.00%
Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.610 | Train Acc: 62.45%
	 Val. Loss: 0.739 |  Val. Acc: 47.00%
Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.610 | Train Acc: 62.45%
	 Val. Loss: 0.739 |  Val. Acc: 47.00%
Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.610 | Train Acc: 62.45%
	 Val. Loss: 0.739 |  Val. Acc: 47.00%
Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.610 | Train Acc: 62.45%
	 Val. Loss: 0.738 |  Val. Acc: 47.00%
Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.609 | Train Acc: 62.45%
	 Val. Loss: 0.738 |  Val. Acc: 47.00%
Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.609 | Train Acc: 62.45%
	 Val. Loss: 0.737 |  Val. Acc: 47.00%
Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.609 | Train Acc: 62.45%
	 Val. Loss: 0.737 |  Val. Acc: 47.00%
Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.609 | Train Acc: 62.45%
	 Val. Loss: 0.737 |  Val. Acc: 47.00%
Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.609 | Train Acc: 62.45%
	 Val. Loss: 0.736 |  Val. Acc: 47.00%
Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.608 | Train Acc: 62.45%
	 Val. Loss: 0.736 |  Val. Acc: 47.00%
Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.608 | Train Acc: 62.45%
	 Val. Loss: 0.735 |  Val. Acc: 47.00%
Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.608 | Train Acc: 62.45%
	 Val. Loss: 0.735 |  Val. Acc: 47.00%
Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.608 | Train Acc: 62.45%
	 Val. Loss: 0.735 |  Val. Acc: 47.00%
Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 62.45%
	 Val. Loss: 0.734 |  Val. Acc: 47.00%
Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 62.45%
	 Val. Loss: 0.734 |  Val. Acc: 47.00%
Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 62.45%
	 Val. Loss: 0.734 |  Val. Acc: 47.00%
Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 62.45%
	 Val. Loss: 0.733 |  Val. Acc: 47.00%
Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.607 | Train Acc: 62.45%
	 Val. Loss: 0.733 |  Val. Acc: 47.00%
Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.606 | Train Acc: 62.45%
	 Val. Loss: 0.733 |  Val. Acc: 47.00%
Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.606 | Train Acc: 62.45%
	 Val. Loss: 0.732 |  Val. Acc: 47.00%
Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.606 | Train Acc: 62.45%
	 Val. Loss: 0.732 |  Val. Acc: 47.00%
Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.606 | Train Acc: 62.45%
	 Val. Loss: 0.731 |  Val. Acc: 47.00%
Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.606 | Train Acc: 62.45%
	 Val. Loss: 0.731 |  Val. Acc: 47.00%
Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.605 | Train Acc: 62.45%
	 Val. Loss: 0.731 |  Val. Acc: 47.00%
Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.605 | Train Acc: 62.45%
	 Val. Loss: 0.730 |  Val. Acc: 47.00%
Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.605 | Train Acc: 62.45%
	 Val. Loss: 0.730 |  Val. Acc: 47.00%
Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.605 | Train Acc: 62.45%
	 Val. Loss: 0.730 |  Val. Acc: 47.00%
Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.605 | Train Acc: 62.45%
	 Val. Loss: 0.729 |  Val. Acc: 47.00%
Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 62.45%
	 Val. Loss: 0.729 |  Val. Acc: 47.00%
Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 62.45%
	 Val. Loss: 0.729 |  Val. Acc: 47.00%
Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 62.45%
	 Val. Loss: 0.728 |  Val. Acc: 47.00%
Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 62.45%
	 Val. Loss: 0.728 |  Val. Acc: 47.00%
Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.604 | Train Acc: 62.45%
	 Val. Loss: 0.727 |  Val. Acc: 47.00%
Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.603 | Train Acc: 62.45%
	 Val. Loss: 0.727 |  Val. Acc: 47.00%
Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.603 | Train Acc: 62.45%
	 Val. Loss: 0.727 |  Val. Acc: 47.00%
Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.603 | Train Acc: 62.45%
	 Val. Loss: 0.726 |  Val. Acc: 47.00%
Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.603 | Train Acc: 62.45%
	 Val. Loss: 0.726 |  Val. Acc: 47.00%
Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.603 | Train Acc: 62.45%
	 Val. Loss: 0.726 |  Val. Acc: 47.00%
Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.602 | Train Acc: 62.45%
	 Val. Loss: 0.725 |  Val. Acc: 47.00%
Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.602 | Train Acc: 62.45%
	 Val. Loss: 0.725 |  Val. Acc: 47.00%
Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.602 | Train Acc: 62.45%
	 Val. Loss: 0.725 |  Val. Acc: 47.00%
Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.602 | Train Acc: 62.45%
	 Val. Loss: 0.724 |  Val. Acc: 47.00%
Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.602 | Train Acc: 62.45%
	 Val. Loss: 0.724 |  Val. Acc: 47.00%
Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.601 | Train Acc: 62.45%
	 Val. Loss: 0.724 |  Val. Acc: 47.00%
Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.601 | Train Acc: 62.45%
	 Val. Loss: 0.723 |  Val. Acc: 47.00%
Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.601 | Train Acc: 62.45%
	 Val. Loss: 0.723 |  Val. Acc: 47.00%
Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.601 | Train Acc: 62.45%
	 Val. Loss: 0.723 |  Val. Acc: 47.00%
Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.601 | Train Acc: 62.45%
	 Val. Loss: 0.722 |  Val. Acc: 47.00%
Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 62.45%
	 Val. Loss: 0.722 |  Val. Acc: 47.00%
Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 62.45%
	 Val. Loss: 0.722 |  Val. Acc: 47.00%
Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 62.45%
	 Val. Loss: 0.721 |  Val. Acc: 47.00%
Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 62.45%
	 Val. Loss: 0.721 |  Val. Acc: 47.00%
Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.600 | Train Acc: 62.45%
	 Val. Loss: 0.721 |  Val. Acc: 47.00%
Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 62.45%
	 Val. Loss: 0.720 |  Val. Acc: 47.00%
Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 62.45%
	 Val. Loss: 0.720 |  Val. Acc: 47.00%
Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 62.45%
	 Val. Loss: 0.720 |  Val. Acc: 47.00%
Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 62.45%
	 Val. Loss: 0.719 |  Val. Acc: 47.00%
Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.599 | Train Acc: 62.45%
	 Val. Loss: 0.719 |  Val. Acc: 47.00%
Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.598 | Train Acc: 62.45%
	 Val. Loss: 0.719 |  Val. Acc: 47.00%
Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.598 | Train Acc: 62.45%
	 Val. Loss: 0.718 |  Val. Acc: 47.00%
Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.598 | Train Acc: 62.45%
	 Val. Loss: 0.718 |  Val. Acc: 47.00%
Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.598 | Train Acc: 62.45%
	 Val. Loss: 0.718 |  Val. Acc: 47.00%
Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.598 | Train Acc: 62.45%
	 Val. Loss: 0.717 |  Val. Acc: 47.00%
Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 62.45%
	 Val. Loss: 0.717 |  Val. Acc: 47.00%
Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 62.45%
	 Val. Loss: 0.717 |  Val. Acc: 47.00%
Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 62.45%
	 Val. Loss: 0.716 |  Val. Acc: 47.00%
Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 62.45%
	 Val. Loss: 0.716 |  Val. Acc: 47.00%
Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 62.45%
	 Val. Loss: 0.716 |  Val. Acc: 47.00%
Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.597 | Train Acc: 62.45%
	 Val. Loss: 0.715 |  Val. Acc: 47.00%
Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.596 | Train Acc: 62.45%
	 Val. Loss: 0.715 |  Val. Acc: 47.00%
Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.596 | Train Acc: 62.45%
	 Val. Loss: 0.715 |  Val. Acc: 47.00%
Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.596 | Train Acc: 62.45%
	 Val. Loss: 0.714 |  Val. Acc: 47.00%
Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.596 | Train Acc: 62.45%
	 Val. Loss: 0.714 |  Val. Acc: 47.00%
Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.596 | Train Acc: 62.45%
	 Val. Loss: 0.714 |  Val. Acc: 47.00%
Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 62.45%
	 Val. Loss: 0.713 |  Val. Acc: 47.00%
Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 62.45%
	 Val. Loss: 0.713 |  Val. Acc: 47.00%
Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 62.45%
	 Val. Loss: 0.713 |  Val. Acc: 47.00%
Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 62.45%
	 Val. Loss: 0.712 |  Val. Acc: 47.00%
Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.595 | Train Acc: 62.45%
	 Val. Loss: 0.712 |  Val. Acc: 47.00%
Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 62.45%
	 Val. Loss: 0.712 |  Val. Acc: 47.00%
Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 62.45%
	 Val. Loss: 0.711 |  Val. Acc: 47.00%
Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 62.45%
	 Val. Loss: 0.711 |  Val. Acc: 47.00%
Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 62.45%
	 Val. Loss: 0.711 |  Val. Acc: 47.00%
Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 62.45%
	 Val. Loss: 0.710 |  Val. Acc: 47.00%
Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.594 | Train Acc: 62.45%
	 Val. Loss: 0.710 |  Val. Acc: 47.00%
Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.593 | Train Acc: 62.45%
	 Val. Loss: 0.710 |  Val. Acc: 47.00%
Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.593 | Train Acc: 62.45%
	 Val. Loss: 0.709 |  Val. Acc: 47.00%
Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.593 | Train Acc: 62.45%
	 Val. Loss: 0.709 |  Val. Acc: 47.00%
Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.593 | Train Acc: 62.45%
	 Val. Loss: 0.709 |  Val. Acc: 47.00%
Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.593 | Train Acc: 62.45%
	 Val. Loss: 0.709 |  Val. Acc: 47.00%
Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 62.45%
	 Val. Loss: 0.708 |  Val. Acc: 47.00%
Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 62.45%
	 Val. Loss: 0.708 |  Val. Acc: 47.00%
Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 62.45%
	 Val. Loss: 0.708 |  Val. Acc: 47.00%
Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 62.45%
	 Val. Loss: 0.707 |  Val. Acc: 47.00%
Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 62.45%
	 Val. Loss: 0.707 |  Val. Acc: 47.00%
Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.592 | Train Acc: 62.45%
	 Val. Loss: 0.707 |  Val. Acc: 47.00%
Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.591 | Train Acc: 62.45%
	 Val. Loss: 0.706 |  Val. Acc: 47.00%
Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.591 | Train Acc: 62.45%
	 Val. Loss: 0.706 |  Val. Acc: 47.00%
Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.591 | Train Acc: 62.45%
	 Val. Loss: 0.706 |  Val. Acc: 47.00%
Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.591 | Train Acc: 62.45%
	 Val. Loss: 0.705 |  Val. Acc: 47.00%
Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.591 | Train Acc: 62.45%
	 Val. Loss: 0.705 |  Val. Acc: 47.00%
Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 62.45%
	 Val. Loss: 0.705 |  Val. Acc: 47.00%
Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 62.45%
	 Val. Loss: 0.705 |  Val. Acc: 47.00%
Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 62.45%
	 Val. Loss: 0.704 |  Val. Acc: 47.00%
Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 62.45%
	 Val. Loss: 0.704 |  Val. Acc: 47.00%
Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 62.45%
	 Val. Loss: 0.704 |  Val. Acc: 47.00%
Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.590 | Train Acc: 62.45%
	 Val. Loss: 0.703 |  Val. Acc: 47.00%
Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 62.45%
	 Val. Loss: 0.703 |  Val. Acc: 47.00%
Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 62.45%
	 Val. Loss: 0.703 |  Val. Acc: 47.00%
Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 62.45%
	 Val. Loss: 0.702 |  Val. Acc: 47.00%
Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 62.45%
	 Val. Loss: 0.702 |  Val. Acc: 47.00%
Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 62.45%
	 Val. Loss: 0.702 |  Val. Acc: 47.00%
Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.589 | Train Acc: 62.45%
	 Val. Loss: 0.702 |  Val. Acc: 47.00%
Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 62.45%
	 Val. Loss: 0.701 |  Val. Acc: 47.00%
Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 62.45%
	 Val. Loss: 0.701 |  Val. Acc: 47.00%
Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 62.45%
	 Val. Loss: 0.701 |  Val. Acc: 47.00%
Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 62.45%
	 Val. Loss: 0.700 |  Val. Acc: 47.00%
Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.588 | Train Acc: 62.45%
	 Val. Loss: 0.700 |  Val. Acc: 47.00%
Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 62.45%
	 Val. Loss: 0.700 |  Val. Acc: 47.00%
Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 62.45%
	 Val. Loss: 0.699 |  Val. Acc: 47.00%
Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 62.45%
	 Val. Loss: 0.699 |  Val. Acc: 47.00%
Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 62.45%
	 Val. Loss: 0.699 |  Val. Acc: 47.00%
Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 62.45%
	 Val. Loss: 0.699 |  Val. Acc: 47.00%
Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 62.45%
	 Val. Loss: 0.698 |  Val. Acc: 47.00%
Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.586 | Train Acc: 62.45%
	 Val. Loss: 0.698 |  Val. Acc: 47.00%

Test Loss: 0.636 | Test Acc: 55.83%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        41
           1       0.61      1.00      0.75        63

    accuracy                           0.61       104
   macro avg       0.30      0.50      0.38       104
weighted avg       0.37      0.61      0.46       104

Tiempo total de entrenamiento: 0 mins, 34 segundos

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

En este caso, se tiene un mejor comportamiento que el caso anterior, pero sigue siendo malo dado que aprende muy lento. En los casos vistos se tiene un peor rendimiento que en la parte 1 y se evidencia que learning rates muy bajos tienen malos resultados. La matriz de confusión muestra como la red solo clasifica la clase 1 (sesgado).

model8 = MLP(INPUT_DIM, OUTPUT_DIM)
model8, res8 = entrenar_red("Modelo8",model8, 0.01, n_epocas,shuffle, MINI_BATCH)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.461 | Train Acc: 48.63%
	 Val. Loss: 4.373 |  Val. Acc: 47.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.245 | Train Acc: 62.45%
	 Val. Loss: 4.152 |  Val. Acc: 47.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.918 | Train Acc: 62.45%
	 Val. Loss: 3.763 |  Val. Acc: 47.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.190 | Train Acc: 62.45%
	 Val. Loss: 2.779 |  Val. Acc: 47.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.784 | Train Acc: 62.45%
	 Val. Loss: 1.695 |  Val. Acc: 47.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.066 | Train Acc: 62.45%
	 Val. Loss: 1.155 |  Val. Acc: 47.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.783 | Train Acc: 62.45%
	 Val. Loss: 0.906 |  Val. Acc: 47.00%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.684 | Train Acc: 62.45%
	 Val. Loss: 0.802 |  Val. Acc: 47.00%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.637 | Train Acc: 62.45%
	 Val. Loss: 0.742 |  Val. Acc: 47.00%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.608 | Train Acc: 62.45%
	 Val. Loss: 0.701 |  Val. Acc: 47.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.587 | Train Acc: 62.75%
	 Val. Loss: 0.668 |  Val. Acc: 47.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.569 | Train Acc: 63.33%
	 Val. Loss: 0.640 |  Val. Acc: 57.67%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.552 | Train Acc: 63.92%
	 Val. Loss: 0.614 |  Val. Acc: 56.67%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.536 | Train Acc: 64.80%
	 Val. Loss: 0.590 |  Val. Acc: 82.00%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.520 | Train Acc: 68.63%
	 Val. Loss: 0.566 |  Val. Acc: 83.00%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.503 | Train Acc: 72.35%
	 Val. Loss: 0.543 |  Val. Acc: 87.00%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.487 | Train Acc: 77.06%
	 Val. Loss: 0.520 |  Val. Acc: 89.00%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.470 | Train Acc: 79.61%
	 Val. Loss: 0.497 |  Val. Acc: 89.00%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.453 | Train Acc: 81.37%
	 Val. Loss: 0.474 |  Val. Acc: 88.00%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.436 | Train Acc: 82.25%
	 Val. Loss: 0.452 |  Val. Acc: 90.00%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.419 | Train Acc: 83.14%
	 Val. Loss: 0.430 |  Val. Acc: 91.00%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.403 | Train Acc: 84.80%
	 Val. Loss: 0.410 |  Val. Acc: 91.00%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.387 | Train Acc: 85.39%
	 Val. Loss: 0.390 |  Val. Acc: 91.00%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.372 | Train Acc: 87.65%
	 Val. Loss: 0.371 |  Val. Acc: 91.00%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.358 | Train Acc: 87.65%
	 Val. Loss: 0.354 |  Val. Acc: 91.00%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.344 | Train Acc: 88.43%
	 Val. Loss: 0.338 |  Val. Acc: 91.00%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.332 | Train Acc: 88.73%
	 Val. Loss: 0.324 |  Val. Acc: 91.00%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.320 | Train Acc: 89.51%
	 Val. Loss: 0.311 |  Val. Acc: 91.00%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.309 | Train Acc: 90.10%
	 Val. Loss: 0.299 |  Val. Acc: 91.00%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.299 | Train Acc: 90.88%
	 Val. Loss: 0.288 |  Val. Acc: 91.00%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.290 | Train Acc: 91.18%
	 Val. Loss: 0.278 |  Val. Acc: 91.00%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.281 | Train Acc: 91.18%
	 Val. Loss: 0.269 |  Val. Acc: 91.00%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.273 | Train Acc: 91.18%
	 Val. Loss: 0.260 |  Val. Acc: 91.00%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.266 | Train Acc: 91.18%
	 Val. Loss: 0.253 |  Val. Acc: 91.00%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.259 | Train Acc: 91.18%
	 Val. Loss: 0.246 |  Val. Acc: 93.00%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.253 | Train Acc: 90.88%
	 Val. Loss: 0.240 |  Val. Acc: 93.00%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.246 | Train Acc: 90.59%
	 Val. Loss: 0.235 |  Val. Acc: 93.00%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.241 | Train Acc: 90.59%
	 Val. Loss: 0.230 |  Val. Acc: 93.00%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.235 | Train Acc: 90.59%
	 Val. Loss: 0.225 |  Val. Acc: 93.00%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.230 | Train Acc: 90.59%
	 Val. Loss: 0.221 |  Val. Acc: 93.00%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.226 | Train Acc: 90.29%
	 Val. Loss: 0.217 |  Val. Acc: 93.00%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.221 | Train Acc: 90.29%
	 Val. Loss: 0.214 |  Val. Acc: 93.00%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.217 | Train Acc: 90.88%
	 Val. Loss: 0.211 |  Val. Acc: 93.00%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.213 | Train Acc: 90.88%
	 Val. Loss: 0.208 |  Val. Acc: 93.00%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.209 | Train Acc: 91.47%
	 Val. Loss: 0.205 |  Val. Acc: 93.00%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.205 | Train Acc: 91.47%
	 Val. Loss: 0.203 |  Val. Acc: 93.00%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.202 | Train Acc: 91.76%
	 Val. Loss: 0.201 |  Val. Acc: 93.00%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.199 | Train Acc: 91.76%
	 Val. Loss: 0.198 |  Val. Acc: 93.00%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.195 | Train Acc: 92.06%
	 Val. Loss: 0.197 |  Val. Acc: 93.00%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.192 | Train Acc: 92.06%
	 Val. Loss: 0.195 |  Val. Acc: 93.00%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.189 | Train Acc: 92.35%
	 Val. Loss: 0.193 |  Val. Acc: 93.00%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.187 | Train Acc: 92.94%
	 Val. Loss: 0.192 |  Val. Acc: 93.00%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.184 | Train Acc: 93.24%
	 Val. Loss: 0.190 |  Val. Acc: 93.00%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.181 | Train Acc: 93.53%
	 Val. Loss: 0.189 |  Val. Acc: 93.00%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.179 | Train Acc: 93.53%
	 Val. Loss: 0.188 |  Val. Acc: 93.00%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.176 | Train Acc: 93.53%
	 Val. Loss: 0.186 |  Val. Acc: 93.00%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.174 | Train Acc: 93.24%
	 Val. Loss: 0.185 |  Val. Acc: 93.00%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.172 | Train Acc: 93.24%
	 Val. Loss: 0.184 |  Val. Acc: 93.00%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.170 | Train Acc: 93.24%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.167 | Train Acc: 93.82%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.165 | Train Acc: 93.82%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.163 | Train Acc: 93.82%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.161 | Train Acc: 94.12%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.160 | Train Acc: 94.12%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.158 | Train Acc: 94.12%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.156 | Train Acc: 94.12%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.154 | Train Acc: 94.12%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.153 | Train Acc: 94.41%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.151 | Train Acc: 94.71%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.150 | Train Acc: 94.71%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.148 | Train Acc: 95.29%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.147 | Train Acc: 95.29%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.145 | Train Acc: 95.29%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.144 | Train Acc: 95.29%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.142 | Train Acc: 95.29%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.141 | Train Acc: 95.29%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.140 | Train Acc: 95.29%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.138 | Train Acc: 95.29%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.137 | Train Acc: 95.29%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.136 | Train Acc: 95.00%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.135 | Train Acc: 95.00%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.133 | Train Acc: 95.29%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.132 | Train Acc: 95.29%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.131 | Train Acc: 95.59%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.130 | Train Acc: 96.18%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.129 | Train Acc: 96.18%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.128 | Train Acc: 96.18%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.126 | Train Acc: 96.18%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.125 | Train Acc: 96.18%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.124 | Train Acc: 96.18%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.123 | Train Acc: 96.47%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.122 | Train Acc: 96.76%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.121 | Train Acc: 97.06%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.120 | Train Acc: 97.06%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.119 | Train Acc: 97.06%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.118 | Train Acc: 97.06%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.117 | Train Acc: 97.06%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.116 | Train Acc: 97.06%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.115 | Train Acc: 97.06%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.114 | Train Acc: 97.06%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.06%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.112 | Train Acc: 97.06%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.111 | Train Acc: 97.06%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.110 | Train Acc: 97.06%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.109 | Train Acc: 97.06%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.108 | Train Acc: 97.06%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.107 | Train Acc: 97.06%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.106 | Train Acc: 97.06%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.105 | Train Acc: 97.06%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.06%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.104 | Train Acc: 97.06%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.103 | Train Acc: 97.06%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.102 | Train Acc: 97.06%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.101 | Train Acc: 97.06%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.100 | Train Acc: 97.06%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.099 | Train Acc: 97.06%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.098 | Train Acc: 97.06%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.097 | Train Acc: 97.35%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.096 | Train Acc: 97.65%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.095 | Train Acc: 97.65%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.094 | Train Acc: 97.65%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.093 | Train Acc: 97.65%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.093 | Train Acc: 97.65%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.092 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.091 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.090 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.089 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.088 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.087 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.086 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.085 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.65%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.084 | Train Acc: 97.65%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.083 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.082 | Train Acc: 97.94%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.081 | Train Acc: 97.94%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.080 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.079 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.078 | Train Acc: 97.94%
	 Val. Loss: 0.140 |  Val. Acc: 94.00%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.077 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.075 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.074 | Train Acc: 97.94%
	 Val. Loss: 0.137 |  Val. Acc: 94.00%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.073 | Train Acc: 97.94%
	 Val. Loss: 0.136 |  Val. Acc: 94.00%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.072 | Train Acc: 97.94%
	 Val. Loss: 0.136 |  Val. Acc: 94.00%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.071 | Train Acc: 97.94%
	 Val. Loss: 0.135 |  Val. Acc: 94.00%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.135 |  Val. Acc: 94.00%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.070 | Train Acc: 97.94%
	 Val. Loss: 0.134 |  Val. Acc: 94.00%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.069 | Train Acc: 97.94%
	 Val. Loss: 0.134 |  Val. Acc: 94.00%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.068 | Train Acc: 97.94%
	 Val. Loss: 0.133 |  Val. Acc: 94.00%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.067 | Train Acc: 97.94%
	 Val. Loss: 0.133 |  Val. Acc: 95.00%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.066 | Train Acc: 97.94%
	 Val. Loss: 0.132 |  Val. Acc: 95.00%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.132 |  Val. Acc: 95.00%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.065 | Train Acc: 97.94%
	 Val. Loss: 0.131 |  Val. Acc: 95.00%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.064 | Train Acc: 97.94%
	 Val. Loss: 0.131 |  Val. Acc: 95.00%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.063 | Train Acc: 97.94%
	 Val. Loss: 0.130 |  Val. Acc: 95.00%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.062 | Train Acc: 97.94%
	 Val. Loss: 0.130 |  Val. Acc: 95.00%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.061 | Train Acc: 97.94%
	 Val. Loss: 0.129 |  Val. Acc: 95.00%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.129 |  Val. Acc: 95.00%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.060 | Train Acc: 97.94%
	 Val. Loss: 0.128 |  Val. Acc: 95.00%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.059 | Train Acc: 97.94%
	 Val. Loss: 0.128 |  Val. Acc: 95.00%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.058 | Train Acc: 97.94%
	 Val. Loss: 0.127 |  Val. Acc: 95.00%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.127 |  Val. Acc: 95.00%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.057 | Train Acc: 97.94%
	 Val. Loss: 0.127 |  Val. Acc: 95.00%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.056 | Train Acc: 97.94%
	 Val. Loss: 0.126 |  Val. Acc: 95.00%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.055 | Train Acc: 97.94%
	 Val. Loss: 0.126 |  Val. Acc: 95.00%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.126 |  Val. Acc: 95.00%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.054 | Train Acc: 97.94%
	 Val. Loss: 0.125 |  Val. Acc: 95.00%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.053 | Train Acc: 97.94%
	 Val. Loss: 0.125 |  Val. Acc: 95.00%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 98.24%
	 Val. Loss: 0.125 |  Val. Acc: 95.00%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.052 | Train Acc: 98.24%
	 Val. Loss: 0.124 |  Val. Acc: 95.00%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.051 | Train Acc: 98.24%
	 Val. Loss: 0.124 |  Val. Acc: 95.00%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.050 | Train Acc: 98.24%
	 Val. Loss: 0.124 |  Val. Acc: 95.00%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.123 |  Val. Acc: 95.00%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.049 | Train Acc: 98.24%
	 Val. Loss: 0.123 |  Val. Acc: 95.00%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.123 |  Val. Acc: 95.00%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.048 | Train Acc: 98.24%
	 Val. Loss: 0.123 |  Val. Acc: 95.00%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.047 | Train Acc: 98.24%
	 Val. Loss: 0.122 |  Val. Acc: 95.00%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.53%
	 Val. Loss: 0.122 |  Val. Acc: 95.00%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.53%
	 Val. Loss: 0.122 |  Val. Acc: 96.00%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.82%
	 Val. Loss: 0.122 |  Val. Acc: 96.00%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.045 | Train Acc: 98.82%
	 Val. Loss: 0.122 |  Val. Acc: 96.00%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.044 | Train Acc: 98.82%
	 Val. Loss: 0.121 |  Val. Acc: 96.00%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 98.82%
	 Val. Loss: 0.121 |  Val. Acc: 96.00%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.043 | Train Acc: 99.12%
	 Val. Loss: 0.121 |  Val. Acc: 96.00%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.12%
	 Val. Loss: 0.121 |  Val. Acc: 96.00%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.042 | Train Acc: 99.12%
	 Val. Loss: 0.121 |  Val. Acc: 96.00%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.12%
	 Val. Loss: 0.121 |  Val. Acc: 96.00%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.041 | Train Acc: 99.12%
	 Val. Loss: 0.121 |  Val. Acc: 96.00%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.12%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.040 | Train Acc: 99.12%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.12%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.039 | Train Acc: 99.12%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.12%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.038 | Train Acc: 99.12%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.12%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.036 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.035 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.034 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 99.41%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.032 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.032 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.032 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 0.031 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.031 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.031 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 0.030 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 3/5.
	Train Loss: 0.030 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.030 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.029 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 0.029 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 3/5.
	Train Loss: 0.029 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 4/5.
	Train Loss: 0.028 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 5/5.
	Train Loss: 0.028 | Train Acc: 99.71%
	 Val. Loss: 0.120 |  Val. Acc: 96.00%
Early stopping!

Test Loss: 0.188 | Test Acc: 96.67%

              precision    recall  f1-score   support

           0       0.95      0.95      0.95        41
           1       0.97      0.97      0.97        63

    accuracy                           0.96       104
   macro avg       0.96      0.96      0.96       104
weighted avg       0.96      0.96      0.96       104

Tiempo total de entrenamiento: 0 mins, 7 segundos

En este caso, al probar con un learning rate mayor al por defecto (0.01), se tiene el mismo resultado que en la parte 1 con respecto al accuracy en el conjunto de test. Sin embargo, este caso es mejor dado que lo hace mucho más rápido. Lo anterior se debe a que se tiene un mayor movimiento dado el Learning Rate y también porque se activa el Early Stopping en aproximadamente la época 220.

model9 = MLP(INPUT_DIM, OUTPUT_DIM)
model9, res9 = entrenar_red("Modelo9",model9, 0.5, n_epocas,shuffle, MINI_BATCH)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.496 | Train Acc: 54.22%
	 Val. Loss: 1.481 |  Val. Acc: 53.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.906 | Train Acc: 58.92%
	 Val. Loss: 0.805 |  Val. Acc: 53.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.416 | Train Acc: 82.45%
	 Val. Loss: 0.220 |  Val. Acc: 92.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.208 | Train Acc: 92.06%
	 Val. Loss: 0.189 |  Val. Acc: 95.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.169 | Train Acc: 94.71%
	 Val. Loss: 0.201 |  Val. Acc: 95.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 0.134 | Train Acc: 96.18%
	 Val. Loss: 0.197 |  Val. Acc: 95.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.186 |  Val. Acc: 95.00%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.076 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 95.00%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.046 | Train Acc: 98.82%
	 Val. Loss: 0.134 |  Val. Acc: 95.00%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.037 | Train Acc: 98.82%
	 Val. Loss: 0.124 |  Val. Acc: 95.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.031 | Train Acc: 99.12%
	 Val. Loss: 0.158 |  Val. Acc: 95.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.033 | Train Acc: 98.82%
	 Val. Loss: 0.123 |  Val. Acc: 96.00%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.026 | Train Acc: 99.41%
	 Val. Loss: 0.115 |  Val. Acc: 96.00%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 0.025 | Train Acc: 99.41%
	 Val. Loss: 0.102 |  Val. Acc: 96.00%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 0.020 | Train Acc: 99.41%
	 Val. Loss: 0.113 |  Val. Acc: 96.00%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 0.018 | Train Acc: 99.41%
	 Val. Loss: 0.115 |  Val. Acc: 96.00%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 3/5.
	Train Loss: 0.017 | Train Acc: 99.41%
	 Val. Loss: 0.116 |  Val. Acc: 96.00%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 4/5.
	Train Loss: 0.016 | Train Acc: 99.41%
	 Val. Loss: 0.116 |  Val. Acc: 96.00%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 5/5.
	Train Loss: 0.016 | Train Acc: 99.41%
	 Val. Loss: 0.118 |  Val. Acc: 96.00%
Early stopping!

Test Loss: 0.131 | Test Acc: 97.50%

              precision    recall  f1-score   support

           0       0.95      0.98      0.96        41
           1       0.98      0.97      0.98        63

    accuracy                           0.97       104
   macro avg       0.97      0.97      0.97       104
weighted avg       0.97      0.97      0.97       104

Tiempo total de entrenamiento: 0 mins, 0 segundos

En este caso, se tiene el mejor resultado con un accuracy en el conjunto de test de un 97.50%. Se activa el Early Stopping tempranamente, en la época 19, teniendo un entrenamiento sumamente rápido. Se puede establecer que para este problema es mejor un learning rate de 0.5. Esto depende de cada problema y no es algo general para las redes neuronales. Al ver la matriz de confusión y las otras métricas es posible establecer que la red logra generalizar correctamente para ambas clases.

En general, se tiene que valores muy pequeños de learning rate trae consigo entrenamientos lentos y en muchos casos sin aprendes. Por el contrario, con learning rates muy grandes (más que los probados) se puede tener un resultado más rápido pero sin aprender. Con valores cercanos al defecto se obtienen buenos resultados, en particular con 0.5 se tiene un mejor resultado que la parte 1. Es importante definir bien este valor dado que depende de cada problema y tomar un valor grande puede hacer que los "pasos" al minimizar la función de pérdidas sea muy grande. Valores pequeños se traducen en no aprender.

Parte 4

Implementar el algoritmo de gradiente descendente estocástico de manera que los mini-batches se generen de manera aleatoria antes de cada época. Qué resultados obtienes? Discute los resultados. (Hay que explicar el fenómeno observado, dando su opinión de porqué sucede).

Graficar la función de loss con respecto a las épocas y comparar con la función de loss de la Parte 1.

Se entrenan 3 modelos (10, 11 y 12) con el parámetro shuffle = True. Se prueba con distintos valores de early stopping para ver sucede al cambiar este valor y, en definitiva, dejar la red entrenando el máximo posible sin considerar el sobre ajuste.

Los primero es probar con los valores por defecto, pero con shuffle activado.

model10 = MLP(INPUT_DIM, OUTPUT_DIM)
model10, res10 = entrenar_red("Modelo10",model10, lr, n_epocas,shuffle = True, MINI_BATCH = MINI_BATCH)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.636 | Train Acc: 0.00%
	 Val. Loss: 4.626 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.619 | Train Acc: 0.00%
	 Val. Loss: 4.607 |  Val. Acc: 0.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.601 | Train Acc: 0.00%
	 Val. Loss: 4.594 |  Val. Acc: 0.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.583 | Train Acc: 0.00%
	 Val. Loss: 4.580 |  Val. Acc: 0.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.565 | Train Acc: 0.00%
	 Val. Loss: 4.553 |  Val. Acc: 0.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.547 | Train Acc: 0.00%
	 Val. Loss: 4.548 |  Val. Acc: 6.00%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.530 | Train Acc: 19.61%
	 Val. Loss: 4.530 |  Val. Acc: 33.67%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.512 | Train Acc: 48.24%
	 Val. Loss: 4.507 |  Val. Acc: 55.33%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.493 | Train Acc: 59.12%
	 Val. Loss: 4.483 |  Val. Acc: 64.00%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.474 | Train Acc: 61.86%
	 Val. Loss: 4.473 |  Val. Acc: 58.33%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.455 | Train Acc: 63.24%
	 Val. Loss: 4.450 |  Val. Acc: 58.33%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.437 | Train Acc: 62.65%
	 Val. Loss: 4.433 |  Val. Acc: 58.33%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.417 | Train Acc: 62.65%
	 Val. Loss: 4.408 |  Val. Acc: 64.00%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.397 | Train Acc: 62.84%
	 Val. Loss: 4.397 |  Val. Acc: 58.33%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.376 | Train Acc: 62.84%
	 Val. Loss: 4.374 |  Val. Acc: 58.33%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.355 | Train Acc: 62.84%
	 Val. Loss: 4.354 |  Val. Acc: 58.33%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.334 | Train Acc: 62.84%
	 Val. Loss: 4.349 |  Val. Acc: 52.67%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.312 | Train Acc: 62.45%
	 Val. Loss: 4.346 |  Val. Acc: 47.00%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.287 | Train Acc: 62.84%
	 Val. Loss: 4.304 |  Val. Acc: 52.67%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.263 | Train Acc: 62.65%
	 Val. Loss: 4.263 |  Val. Acc: 58.33%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.236 | Train Acc: 63.24%
	 Val. Loss: 4.237 |  Val. Acc: 58.33%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.211 | Train Acc: 62.84%
	 Val. Loss: 4.191 |  Val. Acc: 64.00%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.181 | Train Acc: 63.24%
	 Val. Loss: 4.162 |  Val. Acc: 64.00%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.154 | Train Acc: 62.65%
	 Val. Loss: 4.158 |  Val. Acc: 58.33%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.121 | Train Acc: 63.04%
	 Val. Loss: 4.148 |  Val. Acc: 52.67%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 4.088 | Train Acc: 63.04%
	 Val. Loss: 4.150 |  Val. Acc: 47.00%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.053 | Train Acc: 63.24%
	 Val. Loss: 4.044 |  Val. Acc: 58.33%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 4.015 | Train Acc: 63.04%
	 Val. Loss: 4.033 |  Val. Acc: 58.33%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.976 | Train Acc: 62.84%
	 Val. Loss: 3.986 |  Val. Acc: 58.33%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.931 | Train Acc: 63.24%
	 Val. Loss: 3.935 |  Val. Acc: 58.33%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.885 | Train Acc: 63.04%
	 Val. Loss: 3.920 |  Val. Acc: 52.67%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.835 | Train Acc: 63.04%
	 Val. Loss: 3.852 |  Val. Acc: 58.33%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.776 | Train Acc: 63.63%
	 Val. Loss: 3.841 |  Val. Acc: 52.67%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.725 | Train Acc: 62.45%
	 Val. Loss: 3.756 |  Val. Acc: 52.67%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 3.648 | Train Acc: 63.43%
	 Val. Loss: 3.776 |  Val. Acc: 47.00%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.580 | Train Acc: 63.24%
	 Val. Loss: 3.586 |  Val. Acc: 58.33%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.499 | Train Acc: 63.24%
	 Val. Loss: 3.560 |  Val. Acc: 52.67%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.417 | Train Acc: 62.84%
	 Val. Loss: 3.401 |  Val. Acc: 58.33%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.318 | Train Acc: 62.84%
	 Val. Loss: 3.366 |  Val. Acc: 52.67%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.200 | Train Acc: 63.43%
	 Val. Loss: 3.233 |  Val. Acc: 58.33%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 3.084 | Train Acc: 63.04%
	 Val. Loss: 3.129 |  Val. Acc: 58.33%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.951 | Train Acc: 63.04%
	 Val. Loss: 2.888 |  Val. Acc: 64.00%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 2.815 | Train Acc: 62.84%
	 Val. Loss: 2.988 |  Val. Acc: 52.67%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.657 | Train Acc: 62.45%
	 Val. Loss: 2.813 |  Val. Acc: 52.67%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.488 | Train Acc: 62.84%
	 Val. Loss: 2.638 |  Val. Acc: 52.67%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.318 | Train Acc: 63.04%
	 Val. Loss: 2.186 |  Val. Acc: 64.00%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 2.147 | Train Acc: 63.24%
	 Val. Loss: 1.989 |  Val. Acc: 64.00%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.987 | Train Acc: 63.24%
	 Val. Loss: 1.957 |  Val. Acc: 64.00%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.863 | Train Acc: 63.04%
	 Val. Loss: 1.914 |  Val. Acc: 58.33%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 1.746 | Train Acc: 63.04%
	 Val. Loss: 2.024 |  Val. Acc: 52.67%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.646 | Train Acc: 63.24%
	 Val. Loss: 1.637 |  Val. Acc: 64.00%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 1.577 | Train Acc: 62.65%
	 Val. Loss: 1.878 |  Val. Acc: 52.67%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 1.487 | Train Acc: 63.24%
	 Val. Loss: 1.794 |  Val. Acc: 52.67%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 3/5.
	Train Loss: 1.415 | Train Acc: 63.63%
	 Val. Loss: 1.649 |  Val. Acc: 58.33%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.375 | Train Acc: 63.04%
	 Val. Loss: 1.565 |  Val. Acc: 58.33%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.311 | Train Acc: 63.43%
	 Val. Loss: 1.462 |  Val. Acc: 58.33%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5.
	Train Loss: 1.280 | Train Acc: 62.65%
	 Val. Loss: 1.220 |  Val. Acc: 64.00%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 1/5.
	Train Loss: 1.230 | Train Acc: 62.65%
	 Val. Loss: 1.481 |  Val. Acc: 52.67%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 2/5.
	Train Loss: 1.189 | Train Acc: 62.45%
	 Val. Loss: 1.257 |  Val. Acc: 58.33%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 3/5.
	Train Loss: 1.125 | Train Acc: 63.24%
	 Val. Loss: 1.364 |  Val. Acc: 52.67%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 4/5.
	Train Loss: 1.092 | Train Acc: 62.84%
	 Val. Loss: 1.402 |  Val. Acc: 52.67%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 5/5.
	Train Loss: 1.057 | Train Acc: 62.65%
	 Val. Loss: 1.250 |  Val. Acc: 52.67%
Early stopping!

Test Loss: 1.028 | Test Acc: 62.50%

              precision    recall  f1-score   support

           0       0.00      0.00      0.00        41
           1       0.61      1.00      0.75        63

    accuracy                           0.61       104
   macro avg       0.30      0.50      0.38       104
weighted avg       0.37      0.61      0.46       104

Tiempo total de entrenamiento: 0 mins, 2 segundos

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning:

Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.

Es posible ver que el resultado es muy malo, dado que el early stopping se activa muy rápido dada la característica variación del loss en el conjunto de test. Es posible ver que al escoger aleatoriamente los batches el resultado en teoría debería ser más representativo de los datos si estos estuvieran mal ordenados de antemano. La matriz de confusión muestra que solo aprende la clase 1.

Se prueba con un valor de early stopping un poco mayor, con el fin de evindenciar el efecto de hacer shuffle.

model11 = MLP(INPUT_DIM, OUTPUT_DIM)
model11, res11 = entrenar_red("Modelo11",model11, lr, n_epocas,shuffle = True, MINI_BATCH = MINI_BATCH, early_stopping = 20)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.617 | Train Acc: 0.00%
	 Val. Loss: 4.610 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.600 | Train Acc: 0.00%
	 Val. Loss: 4.597 |  Val. Acc: 0.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.582 | Train Acc: 0.00%
	 Val. Loss: 4.578 |  Val. Acc: 0.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.564 | Train Acc: 0.00%
	 Val. Loss: 4.560 |  Val. Acc: 0.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.547 | Train Acc: 5.49%
	 Val. Loss: 4.544 |  Val. Acc: 11.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.529 | Train Acc: 20.29%
	 Val. Loss: 4.529 |  Val. Acc: 28.67%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.511 | Train Acc: 40.78%
	 Val. Loss: 4.506 |  Val. Acc: 48.33%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.492 | Train Acc: 58.24%
	 Val. Loss: 4.490 |  Val. Acc: 56.33%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.474 | Train Acc: 62.45%
	 Val. Loss: 4.482 |  Val. Acc: 52.67%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.455 | Train Acc: 63.24%
	 Val. Loss: 4.452 |  Val. Acc: 64.00%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 4.436 | Train Acc: 63.04%
	 Val. Loss: 4.454 |  Val. Acc: 47.00%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.417 | Train Acc: 63.04%
	 Val. Loss: 4.401 |  Val. Acc: 64.00%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 4.397 | Train Acc: 62.45%
	 Val. Loss: 4.412 |  Val. Acc: 52.67%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.375 | Train Acc: 63.04%
	 Val. Loss: 4.377 |  Val. Acc: 58.33%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.354 | Train Acc: 62.65%
	 Val. Loss: 4.354 |  Val. Acc: 58.33%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.330 | Train Acc: 63.43%
	 Val. Loss: 4.331 |  Val. Acc: 58.33%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.308 | Train Acc: 62.65%
	 Val. Loss: 4.299 |  Val. Acc: 58.33%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 4.283 | Train Acc: 62.84%
	 Val. Loss: 4.308 |  Val. Acc: 52.67%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.258 | Train Acc: 62.84%
	 Val. Loss: 4.258 |  Val. Acc: 58.33%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.234 | Train Acc: 62.06%
	 Val. Loss: 4.252 |  Val. Acc: 52.67%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.202 | Train Acc: 63.04%
	 Val. Loss: 4.212 |  Val. Acc: 58.33%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.171 | Train Acc: 63.24%
	 Val. Loss: 4.179 |  Val. Acc: 58.33%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 4.142 | Train Acc: 62.25%
	 Val. Loss: 4.194 |  Val. Acc: 47.00%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.107 | Train Acc: 62.65%
	 Val. Loss: 4.111 |  Val. Acc: 58.33%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 4.070 | Train Acc: 62.84%
	 Val. Loss: 4.123 |  Val. Acc: 47.00%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 4.032 | Train Acc: 62.45%
	 Val. Loss: 4.056 |  Val. Acc: 52.67%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.987 | Train Acc: 62.84%
	 Val. Loss: 4.011 |  Val. Acc: 52.67%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.937 | Train Acc: 63.43%
	 Val. Loss: 3.986 |  Val. Acc: 52.67%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.889 | Train Acc: 62.84%
	 Val. Loss: 3.899 |  Val. Acc: 58.33%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.837 | Train Acc: 62.45%
	 Val. Loss: 3.829 |  Val. Acc: 64.00%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.773 | Train Acc: 63.04%
	 Val. Loss: 3.733 |  Val. Acc: 64.00%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.703 | Train Acc: 63.24%
	 Val. Loss: 3.711 |  Val. Acc: 58.33%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.636 | Train Acc: 62.45%
	 Val. Loss: 3.703 |  Val. Acc: 52.67%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.551 | Train Acc: 62.65%
	 Val. Loss: 3.537 |  Val. Acc: 58.33%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.453 | Train Acc: 63.24%
	 Val. Loss: 3.472 |  Val. Acc: 58.33%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.351 | Train Acc: 63.04%
	 Val. Loss: 3.445 |  Val. Acc: 52.67%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.232 | Train Acc: 63.24%
	 Val. Loss: 3.325 |  Val. Acc: 52.67%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 3.106 | Train Acc: 62.84%
	 Val. Loss: 3.144 |  Val. Acc: 58.33%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 2.962 | Train Acc: 63.04%
	 Val. Loss: 3.068 |  Val. Acc: 52.67%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 2.799 | Train Acc: 63.24%
	 Val. Loss: 2.768 |  Val. Acc: 58.33%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 2.630 | Train Acc: 63.04%
	 Val. Loss: 2.694 |  Val. Acc: 52.67%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 2.452 | Train Acc: 62.84%
	 Val. Loss: 2.500 |  Val. Acc: 58.33%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 2.259 | Train Acc: 63.04%
	 Val. Loss: 2.541 |  Val. Acc: 47.00%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 2.066 | Train Acc: 63.43%
	 Val. Loss: 2.173 |  Val. Acc: 58.33%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.914 | Train Acc: 63.04%
	 Val. Loss: 1.949 |  Val. Acc: 58.33%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.764 | Train Acc: 63.24%
	 Val. Loss: 1.888 |  Val. Acc: 58.33%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.643 | Train Acc: 63.24%
	 Val. Loss: 1.705 |  Val. Acc: 58.33%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.575 | Train Acc: 62.25%
	 Val. Loss: 1.516 |  Val. Acc: 64.00%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.490 | Train Acc: 62.45%
	 Val. Loss: 1.449 |  Val. Acc: 64.00%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 1.401 | Train Acc: 62.84%
	 Val. Loss: 1.523 |  Val. Acc: 58.33%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 1.330 | Train Acc: 63.24%
	 Val. Loss: 1.749 |  Val. Acc: 47.00%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.285 | Train Acc: 62.65%
	 Val. Loss: 1.376 |  Val. Acc: 58.33%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 1.228 | Train Acc: 62.84%
	 Val. Loss: 1.439 |  Val. Acc: 58.33%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.182 | Train Acc: 62.65%
	 Val. Loss: 1.256 |  Val. Acc: 58.33%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 1.134 | Train Acc: 62.84%
	 Val. Loss: 1.357 |  Val. Acc: 52.67%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.092 | Train Acc: 62.45%
	 Val. Loss: 1.240 |  Val. Acc: 58.33%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 1.037 | Train Acc: 63.04%
	 Val. Loss: 1.277 |  Val. Acc: 52.67%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 1.000 | Train Acc: 62.84%
	 Val. Loss: 1.075 |  Val. Acc: 58.33%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.958 | Train Acc: 63.24%
	 Val. Loss: 1.077 |  Val. Acc: 58.33%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.928 | Train Acc: 63.04%
	 Val. Loss: 1.021 |  Val. Acc: 58.33%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.894 | Train Acc: 63.24%
	 Val. Loss: 1.025 |  Val. Acc: 58.33%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.870 | Train Acc: 63.04%
	 Val. Loss: 0.987 |  Val. Acc: 58.33%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.839 | Train Acc: 63.63%
	 Val. Loss: 1.005 |  Val. Acc: 52.67%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.827 | Train Acc: 63.04%
	 Val. Loss: 0.903 |  Val. Acc: 58.33%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.808 | Train Acc: 63.24%
	 Val. Loss: 0.910 |  Val. Acc: 58.33%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.802 | Train Acc: 62.45%
	 Val. Loss: 0.957 |  Val. Acc: 52.67%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.776 | Train Acc: 63.24%
	 Val. Loss: 0.845 |  Val. Acc: 58.33%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.770 | Train Acc: 62.65%
	 Val. Loss: 0.912 |  Val. Acc: 52.67%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.755 | Train Acc: 62.84%
	 Val. Loss: 0.957 |  Val. Acc: 47.00%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.747 | Train Acc: 62.84%
	 Val. Loss: 0.753 |  Val. Acc: 64.00%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.734 | Train Acc: 63.24%
	 Val. Loss: 0.807 |  Val. Acc: 58.33%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.730 | Train Acc: 62.84%
	 Val. Loss: 0.832 |  Val. Acc: 52.67%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.725 | Train Acc: 62.45%
	 Val. Loss: 0.815 |  Val. Acc: 58.33%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.712 | Train Acc: 62.84%
	 Val. Loss: 0.706 |  Val. Acc: 64.00%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.705 | Train Acc: 63.04%
	 Val. Loss: 0.789 |  Val. Acc: 58.33%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.701 | Train Acc: 62.84%
	 Val. Loss: 0.746 |  Val. Acc: 58.33%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.685 | Train Acc: 63.63%
	 Val. Loss: 0.695 |  Val. Acc: 64.00%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.686 | Train Acc: 63.04%
	 Val. Loss: 0.803 |  Val. Acc: 52.67%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.683 | Train Acc: 62.84%
	 Val. Loss: 0.803 |  Val. Acc: 52.67%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.682 | Train Acc: 62.45%
	 Val. Loss: 0.790 |  Val. Acc: 52.67%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.670 | Train Acc: 63.24%
	 Val. Loss: 0.753 |  Val. Acc: 52.67%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.665 | Train Acc: 63.24%
	 Val. Loss: 0.723 |  Val. Acc: 58.33%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.667 | Train Acc: 62.45%
	 Val. Loss: 0.744 |  Val. Acc: 58.33%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.666 | Train Acc: 62.25%
	 Val. Loss: 0.687 |  Val. Acc: 64.00%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.659 | Train Acc: 62.65%
	 Val. Loss: 0.754 |  Val. Acc: 52.67%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.651 | Train Acc: 63.24%
	 Val. Loss: 0.765 |  Val. Acc: 52.67%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.644 | Train Acc: 63.43%
	 Val. Loss: 0.703 |  Val. Acc: 58.33%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.645 | Train Acc: 63.04%
	 Val. Loss: 0.762 |  Val. Acc: 52.67%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.644 | Train Acc: 62.84%
	 Val. Loss: 0.769 |  Val. Acc: 47.00%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.640 | Train Acc: 63.04%
	 Val. Loss: 0.783 |  Val. Acc: 47.00%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.639 | Train Acc: 62.84%
	 Val. Loss: 0.739 |  Val. Acc: 52.67%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.636 | Train Acc: 62.84%
	 Val. Loss: 0.718 |  Val. Acc: 52.67%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.630 | Train Acc: 63.24%
	 Val. Loss: 0.731 |  Val. Acc: 52.67%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.631 | Train Acc: 62.84%
	 Val. Loss: 0.702 |  Val. Acc: 52.67%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.630 | Train Acc: 62.65%
	 Val. Loss: 0.688 |  Val. Acc: 58.33%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.626 | Train Acc: 62.84%
	 Val. Loss: 0.674 |  Val. Acc: 58.33%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.624 | Train Acc: 62.65%
	 Val. Loss: 0.705 |  Val. Acc: 52.67%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.623 | Train Acc: 62.65%
	 Val. Loss: 0.673 |  Val. Acc: 58.33%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.615 | Train Acc: 63.24%
	 Val. Loss: 0.708 |  Val. Acc: 52.67%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.615 | Train Acc: 63.04%
	 Val. Loss: 0.663 |  Val. Acc: 58.33%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.616 | Train Acc: 62.65%
	 Val. Loss: 0.659 |  Val. Acc: 58.33%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.610 | Train Acc: 63.24%
	 Val. Loss: 0.732 |  Val. Acc: 47.00%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.611 | Train Acc: 62.84%
	 Val. Loss: 0.586 |  Val. Acc: 64.00%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.607 | Train Acc: 63.24%
	 Val. Loss: 0.651 |  Val. Acc: 58.33%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.608 | Train Acc: 62.65%
	 Val. Loss: 0.639 |  Val. Acc: 58.33%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.604 | Train Acc: 63.04%
	 Val. Loss: 0.677 |  Val. Acc: 52.67%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.605 | Train Acc: 62.84%
	 Val. Loss: 0.691 |  Val. Acc: 52.67%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.603 | Train Acc: 62.65%
	 Val. Loss: 0.636 |  Val. Acc: 58.33%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.597 | Train Acc: 63.24%
	 Val. Loss: 0.676 |  Val. Acc: 52.67%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.601 | Train Acc: 62.65%
	 Val. Loss: 0.634 |  Val. Acc: 58.33%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.598 | Train Acc: 62.65%
	 Val. Loss: 0.636 |  Val. Acc: 58.33%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.595 | Train Acc: 62.84%
	 Val. Loss: 0.676 |  Val. Acc: 52.67%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.594 | Train Acc: 62.84%
	 Val. Loss: 0.707 |  Val. Acc: 47.00%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.590 | Train Acc: 63.24%
	 Val. Loss: 0.660 |  Val. Acc: 52.67%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 12/20.
	Train Loss: 0.586 | Train Acc: 63.43%
	 Val. Loss: 0.656 |  Val. Acc: 52.67%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 13/20.
	Train Loss: 0.587 | Train Acc: 63.04%
	 Val. Loss: 0.652 |  Val. Acc: 52.67%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 14/20.
	Train Loss: 0.587 | Train Acc: 62.84%
	 Val. Loss: 0.686 |  Val. Acc: 47.00%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 15/20.
	Train Loss: 0.581 | Train Acc: 63.43%
	 Val. Loss: 0.611 |  Val. Acc: 58.33%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 16/20.
	Train Loss: 0.580 | Train Acc: 63.43%
	 Val. Loss: 0.605 |  Val. Acc: 58.33%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.581 | Train Acc: 63.24%
	 Val. Loss: 0.578 |  Val. Acc: 64.00%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.584 | Train Acc: 62.45%
	 Val. Loss: 0.610 |  Val. Acc: 58.33%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.580 | Train Acc: 63.04%
	 Val. Loss: 0.607 |  Val. Acc: 58.33%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.577 | Train Acc: 63.04%
	 Val. Loss: 0.649 |  Val. Acc: 52.67%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.576 | Train Acc: 63.04%
	 Val. Loss: 0.638 |  Val. Acc: 52.67%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.579 | Train Acc: 62.65%
	 Val. Loss: 0.658 |  Val. Acc: 52.67%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.574 | Train Acc: 63.04%
	 Val. Loss: 0.680 |  Val. Acc: 47.00%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.571 | Train Acc: 63.04%
	 Val. Loss: 0.611 |  Val. Acc: 58.33%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.570 | Train Acc: 63.04%
	 Val. Loss: 0.541 |  Val. Acc: 64.00%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.568 | Train Acc: 63.24%
	 Val. Loss: 0.638 |  Val. Acc: 52.67%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.565 | Train Acc: 63.24%
	 Val. Loss: 0.557 |  Val. Acc: 64.00%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.566 | Train Acc: 63.04%
	 Val. Loss: 0.593 |  Val. Acc: 58.33%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.563 | Train Acc: 63.24%
	 Val. Loss: 0.575 |  Val. Acc: 58.33%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.564 | Train Acc: 62.84%
	 Val. Loss: 0.592 |  Val. Acc: 58.33%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.564 | Train Acc: 62.65%
	 Val. Loss: 0.625 |  Val. Acc: 52.67%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.563 | Train Acc: 62.65%
	 Val. Loss: 0.638 |  Val. Acc: 52.67%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.566 | Train Acc: 62.06%
	 Val. Loss: 0.670 |  Val. Acc: 47.00%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.557 | Train Acc: 63.24%
	 Val. Loss: 0.643 |  Val. Acc: 52.67%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.554 | Train Acc: 63.24%
	 Val. Loss: 0.534 |  Val. Acc: 64.00%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.555 | Train Acc: 63.04%
	 Val. Loss: 0.617 |  Val. Acc: 52.67%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.557 | Train Acc: 62.65%
	 Val. Loss: 0.571 |  Val. Acc: 58.33%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.552 | Train Acc: 63.24%
	 Val. Loss: 0.604 |  Val. Acc: 58.33%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.547 | Train Acc: 63.63%
	 Val. Loss: 0.598 |  Val. Acc: 52.67%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.551 | Train Acc: 62.84%
	 Val. Loss: 0.531 |  Val. Acc: 64.00%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.547 | Train Acc: 63.24%
	 Val. Loss: 0.642 |  Val. Acc: 47.00%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.553 | Train Acc: 62.25%
	 Val. Loss: 0.586 |  Val. Acc: 58.33%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.548 | Train Acc: 62.45%
	 Val. Loss: 0.595 |  Val. Acc: 52.67%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.544 | Train Acc: 63.04%
	 Val. Loss: 0.590 |  Val. Acc: 58.33%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.543 | Train Acc: 63.04%
	 Val. Loss: 0.526 |  Val. Acc: 64.00%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.540 | Train Acc: 63.24%
	 Val. Loss: 0.592 |  Val. Acc: 52.67%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.539 | Train Acc: 63.24%
	 Val. Loss: 0.561 |  Val. Acc: 58.33%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.543 | Train Acc: 62.45%
	 Val. Loss: 0.550 |  Val. Acc: 64.00%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.539 | Train Acc: 62.84%
	 Val. Loss: 0.582 |  Val. Acc: 58.33%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.538 | Train Acc: 63.43%
	 Val. Loss: 0.572 |  Val. Acc: 52.67%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.534 | Train Acc: 63.63%
	 Val. Loss: 0.583 |  Val. Acc: 52.67%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.533 | Train Acc: 63.82%
	 Val. Loss: 0.548 |  Val. Acc: 58.33%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.531 | Train Acc: 63.63%
	 Val. Loss: 0.595 |  Val. Acc: 52.67%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.530 | Train Acc: 64.12%
	 Val. Loss: 0.557 |  Val. Acc: 57.33%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.531 | Train Acc: 63.63%
	 Val. Loss: 0.561 |  Val. Acc: 57.33%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.526 | Train Acc: 64.02%
	 Val. Loss: 0.555 |  Val. Acc: 57.33%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 12/20.
	Train Loss: 0.530 | Train Acc: 63.04%
	 Val. Loss: 0.551 |  Val. Acc: 57.33%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 13/20.
	Train Loss: 0.527 | Train Acc: 63.92%
	 Val. Loss: 0.571 |  Val. Acc: 51.67%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 14/20.
	Train Loss: 0.524 | Train Acc: 63.92%
	 Val. Loss: 0.535 |  Val. Acc: 57.33%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 15/20.
	Train Loss: 0.520 | Train Acc: 64.31%
	 Val. Loss: 0.572 |  Val. Acc: 51.67%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.522 | Train Acc: 64.12%
	 Val. Loss: 0.509 |  Val. Acc: 67.00%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.520 | Train Acc: 64.12%
	 Val. Loss: 0.618 |  Val. Acc: 50.00%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.515 | Train Acc: 65.49%
	 Val. Loss: 0.498 |  Val. Acc: 64.00%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.515 | Train Acc: 64.22%
	 Val. Loss: 0.541 |  Val. Acc: 61.33%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.516 | Train Acc: 65.78%
	 Val. Loss: 0.564 |  Val. Acc: 55.67%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.514 | Train Acc: 65.10%
	 Val. Loss: 0.522 |  Val. Acc: 61.33%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.512 | Train Acc: 65.49%
	 Val. Loss: 0.563 |  Val. Acc: 62.33%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.508 | Train Acc: 65.78%
	 Val. Loss: 0.557 |  Val. Acc: 56.67%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.511 | Train Acc: 65.49%
	 Val. Loss: 0.573 |  Val. Acc: 67.67%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.509 | Train Acc: 70.20%
	 Val. Loss: 0.530 |  Val. Acc: 79.00%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.505 | Train Acc: 72.35%
	 Val. Loss: 0.537 |  Val. Acc: 73.33%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.503 | Train Acc: 74.02%
	 Val. Loss: 0.527 |  Val. Acc: 76.00%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.504 | Train Acc: 70.88%
	 Val. Loss: 0.534 |  Val. Acc: 74.33%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.504 | Train Acc: 75.69%
	 Val. Loss: 0.465 |  Val. Acc: 80.00%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.500 | Train Acc: 73.63%
	 Val. Loss: 0.526 |  Val. Acc: 74.33%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.499 | Train Acc: 76.86%
	 Val. Loss: 0.490 |  Val. Acc: 80.00%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.496 | Train Acc: 76.27%
	 Val. Loss: 0.501 |  Val. Acc: 80.00%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.495 | Train Acc: 77.35%
	 Val. Loss: 0.496 |  Val. Acc: 74.33%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.493 | Train Acc: 77.75%
	 Val. Loss: 0.563 |  Val. Acc: 68.67%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.494 | Train Acc: 77.55%
	 Val. Loss: 0.549 |  Val. Acc: 74.33%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.490 | Train Acc: 78.04%
	 Val. Loss: 0.478 |  Val. Acc: 80.00%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.490 | Train Acc: 77.25%
	 Val. Loss: 0.464 |  Val. Acc: 80.00%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.487 | Train Acc: 77.55%
	 Val. Loss: 0.523 |  Val. Acc: 68.67%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.485 | Train Acc: 78.24%
	 Val. Loss: 0.492 |  Val. Acc: 80.00%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.487 | Train Acc: 77.84%
	 Val. Loss: 0.508 |  Val. Acc: 80.00%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.484 | Train Acc: 77.35%
	 Val. Loss: 0.479 |  Val. Acc: 74.33%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.482 | Train Acc: 77.84%
	 Val. Loss: 0.493 |  Val. Acc: 74.33%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.483 | Train Acc: 77.35%
	 Val. Loss: 0.456 |  Val. Acc: 80.00%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.479 | Train Acc: 78.14%
	 Val. Loss: 0.491 |  Val. Acc: 80.00%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.477 | Train Acc: 77.84%
	 Val. Loss: 0.447 |  Val. Acc: 80.00%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.479 | Train Acc: 76.96%
	 Val. Loss: 0.517 |  Val. Acc: 74.33%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.471 | Train Acc: 77.75%
	 Val. Loss: 0.511 |  Val. Acc: 68.67%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.475 | Train Acc: 77.16%
	 Val. Loss: 0.505 |  Val. Acc: 80.00%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.475 | Train Acc: 77.06%
	 Val. Loss: 0.498 |  Val. Acc: 76.33%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.472 | Train Acc: 77.94%
	 Val. Loss: 0.508 |  Val. Acc: 77.33%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.469 | Train Acc: 79.22%
	 Val. Loss: 0.522 |  Val. Acc: 69.67%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.471 | Train Acc: 77.94%
	 Val. Loss: 0.472 |  Val. Acc: 81.00%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.467 | Train Acc: 77.55%
	 Val. Loss: 0.430 |  Val. Acc: 81.00%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.466 | Train Acc: 79.61%
	 Val. Loss: 0.456 |  Val. Acc: 83.00%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.463 | Train Acc: 79.02%
	 Val. Loss: 0.482 |  Val. Acc: 83.00%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.462 | Train Acc: 79.71%
	 Val. Loss: 0.514 |  Val. Acc: 71.67%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.459 | Train Acc: 79.61%
	 Val. Loss: 0.484 |  Val. Acc: 83.00%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.455 | Train Acc: 79.61%
	 Val. Loss: 0.509 |  Val. Acc: 77.33%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.456 | Train Acc: 79.80%
	 Val. Loss: 0.509 |  Val. Acc: 71.67%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.451 | Train Acc: 80.10%
	 Val. Loss: 0.421 |  Val. Acc: 83.00%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.451 | Train Acc: 80.39%
	 Val. Loss: 0.448 |  Val. Acc: 83.00%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.452 | Train Acc: 79.90%
	 Val. Loss: 0.475 |  Val. Acc: 88.00%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.448 | Train Acc: 80.49%
	 Val. Loss: 0.524 |  Val. Acc: 75.67%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.445 | Train Acc: 82.45%
	 Val. Loss: 0.481 |  Val. Acc: 77.33%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.444 | Train Acc: 82.65%
	 Val. Loss: 0.467 |  Val. Acc: 77.33%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.444 | Train Acc: 79.71%
	 Val. Loss: 0.496 |  Val. Acc: 81.33%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.447 | Train Acc: 82.35%
	 Val. Loss: 0.480 |  Val. Acc: 82.33%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.442 | Train Acc: 81.18%
	 Val. Loss: 0.424 |  Val. Acc: 87.00%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.443 | Train Acc: 83.04%
	 Val. Loss: 0.430 |  Val. Acc: 86.00%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.439 | Train Acc: 83.14%
	 Val. Loss: 0.401 |  Val. Acc: 86.00%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.435 | Train Acc: 82.84%
	 Val. Loss: 0.426 |  Val. Acc: 88.00%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.436 | Train Acc: 82.94%
	 Val. Loss: 0.489 |  Val. Acc: 87.00%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.433 | Train Acc: 83.04%
	 Val. Loss: 0.458 |  Val. Acc: 81.33%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.428 | Train Acc: 83.82%
	 Val. Loss: 0.442 |  Val. Acc: 82.33%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.431 | Train Acc: 81.96%
	 Val. Loss: 0.491 |  Val. Acc: 74.67%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.428 | Train Acc: 82.55%
	 Val. Loss: 0.466 |  Val. Acc: 80.33%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.429 | Train Acc: 83.53%
	 Val. Loss: 0.442 |  Val. Acc: 87.00%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.425 | Train Acc: 82.35%
	 Val. Loss: 0.413 |  Val. Acc: 81.33%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.420 | Train Acc: 85.00%
	 Val. Loss: 0.432 |  Val. Acc: 80.33%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.424 | Train Acc: 81.76%
	 Val. Loss: 0.404 |  Val. Acc: 89.00%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.420 | Train Acc: 86.08%
	 Val. Loss: 0.446 |  Val. Acc: 86.00%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 12/20.
	Train Loss: 0.418 | Train Acc: 84.51%
	 Val. Loss: 0.441 |  Val. Acc: 80.33%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 13/20.
	Train Loss: 0.415 | Train Acc: 85.20%
	 Val. Loss: 0.433 |  Val. Acc: 81.33%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 14/20.
	Train Loss: 0.417 | Train Acc: 84.41%
	 Val. Loss: 0.431 |  Val. Acc: 81.33%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.414 | Train Acc: 85.69%
	 Val. Loss: 0.380 |  Val. Acc: 87.00%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.410 | Train Acc: 84.71%
	 Val. Loss: 0.423 |  Val. Acc: 89.00%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.411 | Train Acc: 86.37%
	 Val. Loss: 0.441 |  Val. Acc: 83.33%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.408 | Train Acc: 86.27%
	 Val. Loss: 0.424 |  Val. Acc: 89.00%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.403 | Train Acc: 86.47%
	 Val. Loss: 0.404 |  Val. Acc: 89.00%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.406 | Train Acc: 86.57%
	 Val. Loss: 0.395 |  Val. Acc: 89.00%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.403 | Train Acc: 85.69%
	 Val. Loss: 0.372 |  Val. Acc: 88.00%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.400 | Train Acc: 86.27%
	 Val. Loss: 0.404 |  Val. Acc: 83.33%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.400 | Train Acc: 85.88%
	 Val. Loss: 0.393 |  Val. Acc: 89.00%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.396 | Train Acc: 86.96%
	 Val. Loss: 0.384 |  Val. Acc: 88.00%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.395 | Train Acc: 86.57%
	 Val. Loss: 0.391 |  Val. Acc: 88.00%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.392 | Train Acc: 86.76%
	 Val. Loss: 0.392 |  Val. Acc: 88.00%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.392 | Train Acc: 86.76%
	 Val. Loss: 0.396 |  Val. Acc: 82.33%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.391 | Train Acc: 86.37%
	 Val. Loss: 0.402 |  Val. Acc: 88.00%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.391 | Train Acc: 86.57%
	 Val. Loss: 0.389 |  Val. Acc: 83.33%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.391 | Train Acc: 86.47%
	 Val. Loss: 0.396 |  Val. Acc: 89.00%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.388 | Train Acc: 87.16%
	 Val. Loss: 0.452 |  Val. Acc: 77.67%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.384 | Train Acc: 87.06%
	 Val. Loss: 0.393 |  Val. Acc: 89.00%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 12/20.
	Train Loss: 0.381 | Train Acc: 87.06%
	 Val. Loss: 0.417 |  Val. Acc: 89.00%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 13/20.
	Train Loss: 0.384 | Train Acc: 86.67%
	 Val. Loss: 0.378 |  Val. Acc: 89.00%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.378 | Train Acc: 86.86%
	 Val. Loss: 0.369 |  Val. Acc: 83.33%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.378 | Train Acc: 86.37%
	 Val. Loss: 0.404 |  Val. Acc: 84.33%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.382 | Train Acc: 87.06%
	 Val. Loss: 0.346 |  Val. Acc: 90.00%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.379 | Train Acc: 86.76%
	 Val. Loss: 0.381 |  Val. Acc: 90.00%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.374 | Train Acc: 87.55%
	 Val. Loss: 0.371 |  Val. Acc: 84.33%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.372 | Train Acc: 87.55%
	 Val. Loss: 0.366 |  Val. Acc: 90.00%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.371 | Train Acc: 87.75%
	 Val. Loss: 0.349 |  Val. Acc: 90.00%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.370 | Train Acc: 87.06%
	 Val. Loss: 0.334 |  Val. Acc: 90.00%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.373 | Train Acc: 87.35%
	 Val. Loss: 0.364 |  Val. Acc: 90.00%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.372 | Train Acc: 87.35%
	 Val. Loss: 0.327 |  Val. Acc: 90.00%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.365 | Train Acc: 87.84%
	 Val. Loss: 0.380 |  Val. Acc: 90.00%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.360 | Train Acc: 87.65%
	 Val. Loss: 0.390 |  Val. Acc: 84.33%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.359 | Train Acc: 88.63%
	 Val. Loss: 0.339 |  Val. Acc: 90.00%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.362 | Train Acc: 88.04%
	 Val. Loss: 0.345 |  Val. Acc: 90.00%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.359 | Train Acc: 87.94%
	 Val. Loss: 0.385 |  Val. Acc: 84.33%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.358 | Train Acc: 87.06%
	 Val. Loss: 0.386 |  Val. Acc: 84.33%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.357 | Train Acc: 87.55%
	 Val. Loss: 0.378 |  Val. Acc: 84.33%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.355 | Train Acc: 88.04%
	 Val. Loss: 0.324 |  Val. Acc: 90.00%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.357 | Train Acc: 87.84%
	 Val. Loss: 0.365 |  Val. Acc: 90.00%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.353 | Train Acc: 87.55%
	 Val. Loss: 0.349 |  Val. Acc: 90.00%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.351 | Train Acc: 87.45%
	 Val. Loss: 0.327 |  Val. Acc: 90.00%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.348 | Train Acc: 88.04%
	 Val. Loss: 0.330 |  Val. Acc: 90.00%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.351 | Train Acc: 88.04%
	 Val. Loss: 0.346 |  Val. Acc: 84.33%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.348 | Train Acc: 87.75%
	 Val. Loss: 0.349 |  Val. Acc: 90.00%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.347 | Train Acc: 88.63%
	 Val. Loss: 0.371 |  Val. Acc: 84.33%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.345 | Train Acc: 87.55%
	 Val. Loss: 0.313 |  Val. Acc: 90.00%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.346 | Train Acc: 87.84%
	 Val. Loss: 0.342 |  Val. Acc: 90.00%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.339 | Train Acc: 88.24%
	 Val. Loss: 0.383 |  Val. Acc: 84.33%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.344 | Train Acc: 87.65%
	 Val. Loss: 0.412 |  Val. Acc: 78.67%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.340 | Train Acc: 87.25%
	 Val. Loss: 0.321 |  Val. Acc: 90.00%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.337 | Train Acc: 88.04%
	 Val. Loss: 0.367 |  Val. Acc: 84.33%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.337 | Train Acc: 87.84%
	 Val. Loss: 0.342 |  Val. Acc: 90.00%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.334 | Train Acc: 87.84%
	 Val. Loss: 0.385 |  Val. Acc: 84.33%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.332 | Train Acc: 88.04%
	 Val. Loss: 0.319 |  Val. Acc: 90.00%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.334 | Train Acc: 88.04%
	 Val. Loss: 0.365 |  Val. Acc: 84.33%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.335 | Train Acc: 87.45%
	 Val. Loss: 0.285 |  Val. Acc: 90.00%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.329 | Train Acc: 88.04%
	 Val. Loss: 0.323 |  Val. Acc: 90.00%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.326 | Train Acc: 88.24%
	 Val. Loss: 0.282 |  Val. Acc: 90.00%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.328 | Train Acc: 88.14%
	 Val. Loss: 0.365 |  Val. Acc: 90.00%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.328 | Train Acc: 87.84%
	 Val. Loss: 0.331 |  Val. Acc: 90.00%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.326 | Train Acc: 87.84%
	 Val. Loss: 0.315 |  Val. Acc: 84.33%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.323 | Train Acc: 87.84%
	 Val. Loss: 0.293 |  Val. Acc: 90.00%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.324 | Train Acc: 87.65%
	 Val. Loss: 0.315 |  Val. Acc: 90.00%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.321 | Train Acc: 88.63%
	 Val. Loss: 0.311 |  Val. Acc: 90.00%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.320 | Train Acc: 88.04%
	 Val. Loss: 0.308 |  Val. Acc: 90.00%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.317 | Train Acc: 88.04%
	 Val. Loss: 0.363 |  Val. Acc: 85.33%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.317 | Train Acc: 88.63%
	 Val. Loss: 0.294 |  Val. Acc: 90.00%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.315 | Train Acc: 88.63%
	 Val. Loss: 0.303 |  Val. Acc: 90.00%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.316 | Train Acc: 88.14%
	 Val. Loss: 0.328 |  Val. Acc: 91.00%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 12/20.
	Train Loss: 0.314 | Train Acc: 88.63%
	 Val. Loss: 0.307 |  Val. Acc: 91.00%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 13/20.
	Train Loss: 0.312 | Train Acc: 89.41%
	 Val. Loss: 0.299 |  Val. Acc: 91.00%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 14/20.
	Train Loss: 0.315 | Train Acc: 88.53%
	 Val. Loss: 0.310 |  Val. Acc: 91.00%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 15/20.
	Train Loss: 0.311 | Train Acc: 88.43%
	 Val. Loss: 0.318 |  Val. Acc: 85.33%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 16/20.
	Train Loss: 0.310 | Train Acc: 89.31%
	 Val. Loss: 0.314 |  Val. Acc: 91.00%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 17/20.
	Train Loss: 0.306 | Train Acc: 89.41%
	 Val. Loss: 0.298 |  Val. Acc: 91.00%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 18/20.
	Train Loss: 0.308 | Train Acc: 88.14%
	 Val. Loss: 0.312 |  Val. Acc: 91.00%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.305 | Train Acc: 89.51%
	 Val. Loss: 0.279 |  Val. Acc: 91.00%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.305 | Train Acc: 89.51%
	 Val. Loss: 0.302 |  Val. Acc: 91.00%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.302 | Train Acc: 89.22%
	 Val. Loss: 0.293 |  Val. Acc: 91.00%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.302 | Train Acc: 89.22%
	 Val. Loss: 0.290 |  Val. Acc: 91.00%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.303 | Train Acc: 89.02%
	 Val. Loss: 0.312 |  Val. Acc: 85.33%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.301 | Train Acc: 89.71%
	 Val. Loss: 0.327 |  Val. Acc: 85.33%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.302 | Train Acc: 89.51%
	 Val. Loss: 0.318 |  Val. Acc: 91.00%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.301 | Train Acc: 89.02%
	 Val. Loss: 0.274 |  Val. Acc: 91.00%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.299 | Train Acc: 89.51%
	 Val. Loss: 0.277 |  Val. Acc: 91.00%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.296 | Train Acc: 89.41%
	 Val. Loss: 0.284 |  Val. Acc: 92.00%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.292 | Train Acc: 89.71%
	 Val. Loss: 0.339 |  Val. Acc: 85.33%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.297 | Train Acc: 89.12%
	 Val. Loss: 0.279 |  Val. Acc: 91.00%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.293 | Train Acc: 89.41%
	 Val. Loss: 0.324 |  Val. Acc: 85.33%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.295 | Train Acc: 88.82%
	 Val. Loss: 0.295 |  Val. Acc: 91.00%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.291 | Train Acc: 89.51%
	 Val. Loss: 0.263 |  Val. Acc: 91.00%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.293 | Train Acc: 89.22%
	 Val. Loss: 0.252 |  Val. Acc: 92.00%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.290 | Train Acc: 89.51%
	 Val. Loss: 0.337 |  Val. Acc: 86.33%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.290 | Train Acc: 89.51%
	 Val. Loss: 0.308 |  Val. Acc: 91.00%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.289 | Train Acc: 89.90%
	 Val. Loss: 0.273 |  Val. Acc: 91.00%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.287 | Train Acc: 89.22%
	 Val. Loss: 0.280 |  Val. Acc: 91.00%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.284 | Train Acc: 89.71%
	 Val. Loss: 0.271 |  Val. Acc: 91.00%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.287 | Train Acc: 88.82%
	 Val. Loss: 0.307 |  Val. Acc: 91.00%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.285 | Train Acc: 89.90%
	 Val. Loss: 0.259 |  Val. Acc: 91.00%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.280 | Train Acc: 89.41%
	 Val. Loss: 0.284 |  Val. Acc: 91.00%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.286 | Train Acc: 89.12%
	 Val. Loss: 0.271 |  Val. Acc: 92.00%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.282 | Train Acc: 89.31%
	 Val. Loss: 0.307 |  Val. Acc: 86.33%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.285 | Train Acc: 89.31%
	 Val. Loss: 0.270 |  Val. Acc: 91.00%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 12/20.
	Train Loss: 0.281 | Train Acc: 89.71%
	 Val. Loss: 0.317 |  Val. Acc: 92.00%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 13/20.
	Train Loss: 0.282 | Train Acc: 89.41%
	 Val. Loss: 0.467 |  Val. Acc: 74.00%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 14/20.
	Train Loss: 0.281 | Train Acc: 89.31%
	 Val. Loss: 0.286 |  Val. Acc: 85.33%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 15/20.
	Train Loss: 0.277 | Train Acc: 89.71%
	 Val. Loss: 0.258 |  Val. Acc: 91.00%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 16/20.
	Train Loss: 0.277 | Train Acc: 89.31%
	 Val. Loss: 0.263 |  Val. Acc: 92.00%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.274 | Train Acc: 90.29%
	 Val. Loss: 0.249 |  Val. Acc: 91.00%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.275 | Train Acc: 90.10%
	 Val. Loss: 0.252 |  Val. Acc: 91.00%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.277 | Train Acc: 88.92%
	 Val. Loss: 0.316 |  Val. Acc: 85.33%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.273 | Train Acc: 89.71%
	 Val. Loss: 0.256 |  Val. Acc: 92.00%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.275 | Train Acc: 90.10%
	 Val. Loss: 0.267 |  Val. Acc: 91.00%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.275 | Train Acc: 89.90%
	 Val. Loss: 0.288 |  Val. Acc: 85.33%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.269 | Train Acc: 89.51%
	 Val. Loss: 0.291 |  Val. Acc: 91.00%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.269 | Train Acc: 90.00%
	 Val. Loss: 0.245 |  Val. Acc: 92.00%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.267 | Train Acc: 90.00%
	 Val. Loss: 0.235 |  Val. Acc: 92.00%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.268 | Train Acc: 89.51%
	 Val. Loss: 0.235 |  Val. Acc: 92.00%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.272 | Train Acc: 89.41%
	 Val. Loss: 0.256 |  Val. Acc: 92.00%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.269 | Train Acc: 90.10%
	 Val. Loss: 0.241 |  Val. Acc: 92.00%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.267 | Train Acc: 90.10%
	 Val. Loss: 0.288 |  Val. Acc: 86.33%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/20.
	Train Loss: 0.267 | Train Acc: 89.12%
	 Val. Loss: 0.228 |  Val. Acc: 92.00%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 1/20.
	Train Loss: 0.267 | Train Acc: 89.71%
	 Val. Loss: 0.256 |  Val. Acc: 91.00%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 2/20.
	Train Loss: 0.266 | Train Acc: 89.41%
	 Val. Loss: 0.246 |  Val. Acc: 92.00%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 3/20.
	Train Loss: 0.264 | Train Acc: 89.61%
	 Val. Loss: 0.231 |  Val. Acc: 92.00%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 4/20.
	Train Loss: 0.262 | Train Acc: 90.10%
	 Val. Loss: 0.292 |  Val. Acc: 85.33%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 5/20.
	Train Loss: 0.265 | Train Acc: 89.31%
	 Val. Loss: 0.258 |  Val. Acc: 91.00%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 6/20.
	Train Loss: 0.262 | Train Acc: 89.71%
	 Val. Loss: 0.265 |  Val. Acc: 92.00%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 7/20.
	Train Loss: 0.257 | Train Acc: 90.00%
	 Val. Loss: 0.278 |  Val. Acc: 91.00%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 8/20.
	Train Loss: 0.261 | Train Acc: 89.80%
	 Val. Loss: 0.247 |  Val. Acc: 92.00%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 9/20.
	Train Loss: 0.259 | Train Acc: 89.71%
	 Val. Loss: 0.236 |  Val. Acc: 92.00%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 10/20.
	Train Loss: 0.257 | Train Acc: 90.00%
	 Val. Loss: 0.316 |  Val. Acc: 85.33%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 11/20.
	Train Loss: 0.257 | Train Acc: 90.10%
	 Val. Loss: 0.302 |  Val. Acc: 85.33%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 12/20.
	Train Loss: 0.261 | Train Acc: 89.41%
	 Val. Loss: 0.236 |  Val. Acc: 92.00%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 13/20.
	Train Loss: 0.257 | Train Acc: 89.90%
	 Val. Loss: 0.450 |  Val. Acc: 79.67%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 14/20.
	Train Loss: 0.256 | Train Acc: 90.00%
	 Val. Loss: 0.313 |  Val. Acc: 85.33%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 15/20.
	Train Loss: 0.251 | Train Acc: 90.00%
	 Val. Loss: 0.372 |  Val. Acc: 86.33%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 16/20.
	Train Loss: 0.256 | Train Acc: 89.61%
	 Val. Loss: 0.249 |  Val. Acc: 92.00%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 17/20.
	Train Loss: 0.258 | Train Acc: 89.71%
	 Val. Loss: 0.273 |  Val. Acc: 92.00%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 18/20.
	Train Loss: 0.251 | Train Acc: 90.29%
	 Val. Loss: 0.267 |  Val. Acc: 92.00%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 19/20.
	Train Loss: 0.252 | Train Acc: 89.90%
	 Val. Loss: 0.314 |  Val. Acc: 86.33%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 20/20.
	Train Loss: 0.256 | Train Acc: 90.78%
	 Val. Loss: 0.257 |  Val. Acc: 91.00%
Early stopping!

Test Loss: 0.216 | Test Acc: 92.50%

              precision    recall  f1-score   support

           0       0.90      0.88      0.89        41
           1       0.92      0.94      0.93        63

    accuracy                           0.91       104
   macro avg       0.91      0.91      0.91       104
weighted avg       0.91      0.91      0.91       104

Tiempo total de entrenamiento: 0 mins, 12 segundos

En este caso se nota como el early stopping fue muy bajo, por lo que dar una mayor holgura fue mejor. Notar que se activa en la epoca cercana a la 375. En este caso sí es posible ver como cambia el loss en el validation, y como tiene un buen resultado respecto al accuracy (aunque no mayor a lo solicitado), tiene un comportamiento similar a la parte 1, posiblemente un poco peor. Sin embargo, lo mejor sería probar con las mil épocas para hacer una comparación mas simple.

Por consiguiente, se prueba con un valor muy alto de early stopping.

model12 = MLP(INPUT_DIM, OUTPUT_DIM)
model12, res12 = entrenar_red("Modelo12",model12, lr, n_epocas,shuffle = True, MINI_BATCH = MINI_BATCH, early_stopping = 200)

Se entrena en: cpu
Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.602 | Train Acc: 0.00%
	 Val. Loss: 4.590 |  Val. Acc: 0.00%
Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.578 | Train Acc: 0.00%
	 Val. Loss: 4.567 |  Val. Acc: 0.00%
Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.554 | Train Acc: 0.00%
	 Val. Loss: 4.544 |  Val. Acc: 0.00%
Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.531 | Train Acc: 6.18%
	 Val. Loss: 4.526 |  Val. Acc: 22.00%
Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.507 | Train Acc: 42.65%
	 Val. Loss: 4.504 |  Val. Acc: 41.00%
Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.482 | Train Acc: 61.47%
	 Val. Loss: 4.475 |  Val. Acc: 58.33%
Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.458 | Train Acc: 62.84%
	 Val. Loss: 4.457 |  Val. Acc: 52.67%
Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.432 | Train Acc: 62.65%
	 Val. Loss: 4.414 |  Val. Acc: 64.00%
Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.407 | Train Acc: 62.65%
	 Val. Loss: 4.414 |  Val. Acc: 52.67%
Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.380 | Train Acc: 62.84%
	 Val. Loss: 4.379 |  Val. Acc: 58.33%
Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.351 | Train Acc: 63.04%
	 Val. Loss: 4.343 |  Val. Acc: 58.33%
Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.323 | Train Acc: 62.84%
	 Val. Loss: 4.321 |  Val. Acc: 58.33%
Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.294 | Train Acc: 62.84%
	 Val. Loss: 4.271 |  Val. Acc: 64.00%
Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.262 | Train Acc: 63.24%
	 Val. Loss: 4.249 |  Val. Acc: 64.00%
Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.230 | Train Acc: 62.84%
	 Val. Loss: 4.220 |  Val. Acc: 58.33%
Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.193 | Train Acc: 63.24%
	 Val. Loss: 4.195 |  Val. Acc: 58.33%
Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.156 | Train Acc: 63.04%
	 Val. Loss: 4.178 |  Val. Acc: 58.33%
Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.116 | Train Acc: 63.24%
	 Val. Loss: 4.117 |  Val. Acc: 58.33%
Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.076 | Train Acc: 62.84%
	 Val. Loss: 4.108 |  Val. Acc: 52.67%
Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 4.030 | Train Acc: 63.04%
	 Val. Loss: 4.052 |  Val. Acc: 58.33%
Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.981 | Train Acc: 63.04%
	 Val. Loss: 4.002 |  Val. Acc: 58.33%
Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.930 | Train Acc: 62.45%
	 Val. Loss: 3.930 |  Val. Acc: 58.33%
Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.869 | Train Acc: 63.04%
	 Val. Loss: 3.891 |  Val. Acc: 58.33%
Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.807 | Train Acc: 62.84%
	 Val. Loss: 3.857 |  Val. Acc: 52.67%
Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.738 | Train Acc: 62.45%
	 Val. Loss: 3.728 |  Val. Acc: 58.33%
Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 3.650 | Train Acc: 63.82%
	 Val. Loss: 3.756 |  Val. Acc: 47.00%
Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.571 | Train Acc: 62.65%
	 Val. Loss: 3.614 |  Val. Acc: 52.67%
Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.473 | Train Acc: 62.65%
	 Val. Loss: 3.470 |  Val. Acc: 58.33%
Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.366 | Train Acc: 62.84%
	 Val. Loss: 3.264 |  Val. Acc: 64.00%
Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.233 | Train Acc: 63.24%
	 Val. Loss: 3.120 |  Val. Acc: 64.00%
Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 3.106 | Train Acc: 62.65%
	 Val. Loss: 3.064 |  Val. Acc: 58.33%
Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 2.948 | Train Acc: 63.04%
	 Val. Loss: 3.017 |  Val. Acc: 52.67%
Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 2.776 | Train Acc: 63.04%
	 Val. Loss: 2.649 |  Val. Acc: 64.00%
Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 2.588 | Train Acc: 63.43%
	 Val. Loss: 2.794 |  Val. Acc: 52.67%
Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 2.403 | Train Acc: 63.04%
	 Val. Loss: 2.540 |  Val. Acc: 52.67%
Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 2.217 | Train Acc: 62.65%
	 Val. Loss: 2.482 |  Val. Acc: 47.00%
Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 2.030 | Train Acc: 62.84%
	 Val. Loss: 2.322 |  Val. Acc: 47.00%
Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 1.871 | Train Acc: 63.04%
	 Val. Loss: 2.071 |  Val. Acc: 52.67%
Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 1.724 | Train Acc: 63.24%
	 Val. Loss: 1.842 |  Val. Acc: 58.33%
Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 1.609 | Train Acc: 63.24%
	 Val. Loss: 1.669 |  Val. Acc: 58.33%
Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 1.512 | Train Acc: 63.43%
	 Val. Loss: 1.716 |  Val. Acc: 52.67%
Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 1.448 | Train Acc: 62.65%
	 Val. Loss: 1.695 |  Val. Acc: 52.67%
Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 1.380 | Train Acc: 62.65%
	 Val. Loss: 1.339 |  Val. Acc: 64.00%
Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 1.308 | Train Acc: 62.84%
	 Val. Loss: 1.703 |  Val. Acc: 47.00%
Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 1.242 | Train Acc: 63.24%
	 Val. Loss: 1.391 |  Val. Acc: 58.33%
Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 1.188 | Train Acc: 63.24%
	 Val. Loss: 1.409 |  Val. Acc: 52.67%
Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 1.152 | Train Acc: 62.45%
	 Val. Loss: 1.314 |  Val. Acc: 58.33%
Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 1.091 | Train Acc: 63.04%
	 Val. Loss: 1.361 |  Val. Acc: 52.67%
Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 1.050 | Train Acc: 63.04%
	 Val. Loss: 1.128 |  Val. Acc: 58.33%
Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 1.022 | Train Acc: 62.25%
	 Val. Loss: 1.115 |  Val. Acc: 58.33%
Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.973 | Train Acc: 63.04%
	 Val. Loss: 1.047 |  Val. Acc: 58.33%
Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.942 | Train Acc: 63.04%
	 Val. Loss: 1.253 |  Val. Acc: 47.00%
Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.905 | Train Acc: 63.24%
	 Val. Loss: 1.041 |  Val. Acc: 58.33%
Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.875 | Train Acc: 63.63%
	 Val. Loss: 0.875 |  Val. Acc: 64.00%
Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.860 | Train Acc: 63.04%
	 Val. Loss: 1.061 |  Val. Acc: 52.67%
Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.844 | Train Acc: 62.84%
	 Val. Loss: 1.037 |  Val. Acc: 52.67%
Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.824 | Train Acc: 62.65%
	 Val. Loss: 0.904 |  Val. Acc: 58.33%
Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.812 | Train Acc: 62.45%
	 Val. Loss: 0.855 |  Val. Acc: 58.33%
Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.791 | Train Acc: 63.04%
	 Val. Loss: 0.984 |  Val. Acc: 52.67%
Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.783 | Train Acc: 63.04%
	 Val. Loss: 0.858 |  Val. Acc: 58.33%
Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.763 | Train Acc: 63.24%
	 Val. Loss: 0.778 |  Val. Acc: 64.00%
Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.759 | Train Acc: 62.65%
	 Val. Loss: 0.769 |  Val. Acc: 64.00%
Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.752 | Train Acc: 62.65%
	 Val. Loss: 0.797 |  Val. Acc: 58.33%
Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.741 | Train Acc: 62.65%
	 Val. Loss: 0.797 |  Val. Acc: 58.33%
Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.726 | Train Acc: 63.43%
	 Val. Loss: 0.832 |  Val. Acc: 52.67%
Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.725 | Train Acc: 62.65%
	 Val. Loss: 0.796 |  Val. Acc: 58.33%
Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.717 | Train Acc: 62.65%
	 Val. Loss: 0.796 |  Val. Acc: 58.33%
Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.716 | Train Acc: 62.25%
	 Val. Loss: 0.761 |  Val. Acc: 58.33%
Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.702 | Train Acc: 63.04%
	 Val. Loss: 0.846 |  Val. Acc: 52.67%
Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.693 | Train Acc: 63.24%
	 Val. Loss: 0.781 |  Val. Acc: 58.33%
Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.692 | Train Acc: 62.84%
	 Val. Loss: 0.755 |  Val. Acc: 58.33%
Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.691 | Train Acc: 62.45%
	 Val. Loss: 0.763 |  Val. Acc: 58.33%
Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.679 | Train Acc: 63.04%
	 Val. Loss: 0.828 |  Val. Acc: 52.67%
Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.681 | Train Acc: 62.65%
	 Val. Loss: 0.666 |  Val. Acc: 64.00%
Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.675 | Train Acc: 62.65%
	 Val. Loss: 0.704 |  Val. Acc: 64.00%
Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.667 | Train Acc: 63.04%
	 Val. Loss: 0.761 |  Val. Acc: 52.67%
Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.665 | Train Acc: 62.84%
	 Val. Loss: 0.774 |  Val. Acc: 52.67%
Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.661 | Train Acc: 62.84%
	 Val. Loss: 0.733 |  Val. Acc: 58.33%
Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.655 | Train Acc: 63.04%
	 Val. Loss: 0.683 |  Val. Acc: 64.00%
Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.654 | Train Acc: 62.84%
	 Val. Loss: 0.703 |  Val. Acc: 58.33%
Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.646 | Train Acc: 63.43%
	 Val. Loss: 0.747 |  Val. Acc: 52.67%
Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.648 | Train Acc: 62.84%
	 Val. Loss: 0.762 |  Val. Acc: 52.67%
Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.648 | Train Acc: 62.45%
	 Val. Loss: 0.645 |  Val. Acc: 64.00%
Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.641 | Train Acc: 62.84%
	 Val. Loss: 0.692 |  Val. Acc: 58.33%
Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.638 | Train Acc: 62.84%
	 Val. Loss: 0.771 |  Val. Acc: 47.00%
Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.633 | Train Acc: 63.24%
	 Val. Loss: 0.727 |  Val. Acc: 52.67%
Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.636 | Train Acc: 62.65%
	 Val. Loss: 0.680 |  Val. Acc: 58.33%
Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.630 | Train Acc: 62.84%
	 Val. Loss: 0.630 |  Val. Acc: 64.00%
Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.623 | Train Acc: 63.63%
	 Val. Loss: 0.660 |  Val. Acc: 58.33%
Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.623 | Train Acc: 63.24%
	 Val. Loss: 0.733 |  Val. Acc: 52.67%
Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.623 | Train Acc: 63.04%
	 Val. Loss: 0.752 |  Val. Acc: 47.00%
Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.619 | Train Acc: 63.24%
	 Val. Loss: 0.718 |  Val. Acc: 52.67%
Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.618 | Train Acc: 63.04%
	 Val. Loss: 0.699 |  Val. Acc: 52.67%
Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.617 | Train Acc: 62.65%
	 Val. Loss: 0.613 |  Val. Acc: 64.00%
Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.615 | Train Acc: 62.84%
	 Val. Loss: 0.643 |  Val. Acc: 58.33%
Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.610 | Train Acc: 63.04%
	 Val. Loss: 0.640 |  Val. Acc: 58.33%
Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.612 | Train Acc: 62.65%
	 Val. Loss: 0.636 |  Val. Acc: 58.33%
Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.609 | Train Acc: 62.84%
	 Val. Loss: 0.598 |  Val. Acc: 64.00%
Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.606 | Train Acc: 62.84%
	 Val. Loss: 0.653 |  Val. Acc: 58.33%
Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.603 | Train Acc: 63.04%
	 Val. Loss: 0.642 |  Val. Acc: 58.33%
Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.604 | Train Acc: 62.65%
	 Val. Loss: 0.587 |  Val. Acc: 64.00%
Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.599 | Train Acc: 63.04%
	 Val. Loss: 0.640 |  Val. Acc: 58.33%
Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.600 | Train Acc: 62.65%
	 Val. Loss: 0.677 |  Val. Acc: 52.67%
Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.597 | Train Acc: 63.04%
	 Val. Loss: 0.645 |  Val. Acc: 58.33%
Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.594 | Train Acc: 63.04%
	 Val. Loss: 0.658 |  Val. Acc: 58.33%
Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.593 | Train Acc: 63.04%
	 Val. Loss: 0.637 |  Val. Acc: 58.33%
Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.593 | Train Acc: 62.65%
	 Val. Loss: 0.568 |  Val. Acc: 64.00%
Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.585 | Train Acc: 63.63%
	 Val. Loss: 0.585 |  Val. Acc: 64.00%
Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.587 | Train Acc: 62.84%
	 Val. Loss: 0.658 |  Val. Acc: 52.67%
Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.585 | Train Acc: 63.04%
	 Val. Loss: 0.667 |  Val. Acc: 52.67%
Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.583 | Train Acc: 63.24%
	 Val. Loss: 0.609 |  Val. Acc: 58.33%
Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.586 | Train Acc: 62.65%
	 Val. Loss: 0.620 |  Val. Acc: 58.33%
Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.581 | Train Acc: 62.84%
	 Val. Loss: 0.570 |  Val. Acc: 64.00%
Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.577 | Train Acc: 63.43%
	 Val. Loss: 0.608 |  Val. Acc: 58.33%
Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.580 | Train Acc: 62.65%
	 Val. Loss: 0.657 |  Val. Acc: 52.67%
Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.578 | Train Acc: 62.84%
	 Val. Loss: 0.567 |  Val. Acc: 64.00%
Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.575 | Train Acc: 63.04%
	 Val. Loss: 0.618 |  Val. Acc: 58.33%
Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.575 | Train Acc: 62.84%
	 Val. Loss: 0.647 |  Val. Acc: 52.67%
Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.571 | Train Acc: 63.04%
	 Val. Loss: 0.656 |  Val. Acc: 52.67%
Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.565 | Train Acc: 63.63%
	 Val. Loss: 0.591 |  Val. Acc: 64.00%
Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.567 | Train Acc: 63.24%
	 Val. Loss: 0.680 |  Val. Acc: 47.00%
Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.565 | Train Acc: 63.24%
	 Val. Loss: 0.605 |  Val. Acc: 58.33%
Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.564 | Train Acc: 63.04%
	 Val. Loss: 0.605 |  Val. Acc: 58.33%
Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.562 | Train Acc: 63.24%
	 Val. Loss: 0.595 |  Val. Acc: 58.33%
Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.560 | Train Acc: 63.24%
	 Val. Loss: 0.641 |  Val. Acc: 52.67%
Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.559 | Train Acc: 63.24%
	 Val. Loss: 0.597 |  Val. Acc: 58.33%
Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.560 | Train Acc: 62.84%
	 Val. Loss: 0.588 |  Val. Acc: 58.33%
Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.556 | Train Acc: 63.24%
	 Val. Loss: 0.595 |  Val. Acc: 58.33%
Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.558 | Train Acc: 62.65%
	 Val. Loss: 0.589 |  Val. Acc: 58.33%
Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.554 | Train Acc: 63.24%
	 Val. Loss: 0.603 |  Val. Acc: 58.33%
Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.553 | Train Acc: 63.04%
	 Val. Loss: 0.546 |  Val. Acc: 64.00%
Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.553 | Train Acc: 62.84%
	 Val. Loss: 0.613 |  Val. Acc: 52.67%
Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.545 | Train Acc: 63.63%
	 Val. Loss: 0.588 |  Val. Acc: 58.33%
Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.553 | Train Acc: 62.65%
	 Val. Loss: 0.545 |  Val. Acc: 64.00%
Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.549 | Train Acc: 63.14%
	 Val. Loss: 0.581 |  Val. Acc: 58.33%
Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.546 | Train Acc: 65.98%
	 Val. Loss: 0.561 |  Val. Acc: 58.33%
Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.547 | Train Acc: 62.75%
	 Val. Loss: 0.608 |  Val. Acc: 52.67%
Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.543 | Train Acc: 63.63%
	 Val. Loss: 0.621 |  Val. Acc: 47.00%
Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.538 | Train Acc: 65.00%
	 Val. Loss: 0.592 |  Val. Acc: 52.67%
Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.543 | Train Acc: 63.33%
	 Val. Loss: 0.526 |  Val. Acc: 75.00%
Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.539 | Train Acc: 71.86%
	 Val. Loss: 0.550 |  Val. Acc: 75.00%
Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.534 | Train Acc: 72.45%
	 Val. Loss: 0.589 |  Val. Acc: 52.67%
Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.535 | Train Acc: 66.08%
	 Val. Loss: 0.520 |  Val. Acc: 75.00%
Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.536 | Train Acc: 68.14%
	 Val. Loss: 0.579 |  Val. Acc: 69.33%
Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.533 | Train Acc: 71.96%
	 Val. Loss: 0.517 |  Val. Acc: 75.00%
Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.532 | Train Acc: 71.57%
	 Val. Loss: 0.641 |  Val. Acc: 58.00%
Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.525 | Train Acc: 72.84%
	 Val. Loss: 0.525 |  Val. Acc: 75.00%
Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.526 | Train Acc: 72.35%
	 Val. Loss: 0.552 |  Val. Acc: 75.00%
Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.525 | Train Acc: 72.25%
	 Val. Loss: 0.564 |  Val. Acc: 69.33%
Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.525 | Train Acc: 72.45%
	 Val. Loss: 0.572 |  Val. Acc: 69.33%
Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.519 | Train Acc: 72.55%
	 Val. Loss: 0.590 |  Val. Acc: 63.67%
Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.518 | Train Acc: 72.75%
	 Val. Loss: 0.532 |  Val. Acc: 75.00%
Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.521 | Train Acc: 71.96%
	 Val. Loss: 0.516 |  Val. Acc: 75.00%
Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.524 | Train Acc: 72.06%
	 Val. Loss: 0.569 |  Val. Acc: 70.33%
Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.517 | Train Acc: 72.25%
	 Val. Loss: 0.532 |  Val. Acc: 70.33%
Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.511 | Train Acc: 73.04%
	 Val. Loss: 0.580 |  Val. Acc: 64.67%
Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.513 | Train Acc: 72.65%
	 Val. Loss: 0.526 |  Val. Acc: 76.00%
Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.511 | Train Acc: 72.45%
	 Val. Loss: 0.582 |  Val. Acc: 64.67%
Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.512 | Train Acc: 72.25%
	 Val. Loss: 0.544 |  Val. Acc: 76.00%
Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.506 | Train Acc: 73.14%
	 Val. Loss: 0.522 |  Val. Acc: 76.00%
Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.504 | Train Acc: 72.75%
	 Val. Loss: 0.589 |  Val. Acc: 64.67%
Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.505 | Train Acc: 72.55%
	 Val. Loss: 0.529 |  Val. Acc: 76.00%
Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.503 | Train Acc: 72.84%
	 Val. Loss: 0.538 |  Val. Acc: 78.00%
Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.499 | Train Acc: 72.94%
	 Val. Loss: 0.499 |  Val. Acc: 78.00%
Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.497 | Train Acc: 73.73%
	 Val. Loss: 0.511 |  Val. Acc: 79.00%
Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.495 | Train Acc: 74.51%
	 Val. Loss: 0.559 |  Val. Acc: 64.67%
Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.497 | Train Acc: 73.14%
	 Val. Loss: 0.542 |  Val. Acc: 66.67%
Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.494 | Train Acc: 73.92%
	 Val. Loss: 0.561 |  Val. Acc: 66.67%
Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.495 | Train Acc: 72.84%
	 Val. Loss: 0.526 |  Val. Acc: 72.33%
Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.489 | Train Acc: 76.37%
	 Val. Loss: 0.550 |  Val. Acc: 72.33%
Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.490 | Train Acc: 73.53%
	 Val. Loss: 0.545 |  Val. Acc: 73.33%
Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.486 | Train Acc: 74.02%
	 Val. Loss: 0.525 |  Val. Acc: 74.33%
Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.485 | Train Acc: 76.67%
	 Val. Loss: 0.551 |  Val. Acc: 74.33%
Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.481 | Train Acc: 76.57%
	 Val. Loss: 0.496 |  Val. Acc: 79.00%
Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.480 | Train Acc: 77.25%
	 Val. Loss: 0.521 |  Val. Acc: 72.33%
Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.480 | Train Acc: 74.31%
	 Val. Loss: 0.558 |  Val. Acc: 74.33%
Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.475 | Train Acc: 78.63%
	 Val. Loss: 0.490 |  Val. Acc: 78.00%
Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.476 | Train Acc: 74.71%
	 Val. Loss: 0.506 |  Val. Acc: 77.33%
Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.478 | Train Acc: 77.75%
	 Val. Loss: 0.479 |  Val. Acc: 83.00%
Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.474 | Train Acc: 78.24%
	 Val. Loss: 0.549 |  Val. Acc: 77.33%
Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.471 | Train Acc: 78.53%
	 Val. Loss: 0.522 |  Val. Acc: 78.33%
Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.467 | Train Acc: 78.14%
	 Val. Loss: 0.493 |  Val. Acc: 83.00%
Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.465 | Train Acc: 78.53%
	 Val. Loss: 0.490 |  Val. Acc: 83.00%
Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.467 | Train Acc: 75.39%
	 Val. Loss: 0.489 |  Val. Acc: 78.33%
Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.463 | Train Acc: 80.29%
	 Val. Loss: 0.489 |  Val. Acc: 84.00%
Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.462 | Train Acc: 78.63%
	 Val. Loss: 0.502 |  Val. Acc: 83.00%
Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.461 | Train Acc: 78.63%
	 Val. Loss: 0.475 |  Val. Acc: 84.00%
Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.454 | Train Acc: 80.59%
	 Val. Loss: 0.475 |  Val. Acc: 84.00%
Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.456 | Train Acc: 79.71%
	 Val. Loss: 0.526 |  Val. Acc: 72.67%
Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.454 | Train Acc: 79.90%
	 Val. Loss: 0.460 |  Val. Acc: 84.00%
Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.454 | Train Acc: 79.90%
	 Val. Loss: 0.451 |  Val. Acc: 78.33%
Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.451 | Train Acc: 79.71%
	 Val. Loss: 0.463 |  Val. Acc: 78.33%
Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.450 | Train Acc: 80.49%
	 Val. Loss: 0.485 |  Val. Acc: 84.00%
Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.444 | Train Acc: 80.69%
	 Val. Loss: 0.529 |  Val. Acc: 67.00%
Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.444 | Train Acc: 81.86%
	 Val. Loss: 0.479 |  Val. Acc: 78.33%
Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.443 | Train Acc: 80.59%
	 Val. Loss: 0.463 |  Val. Acc: 78.33%
Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.438 | Train Acc: 79.90%
	 Val. Loss: 0.437 |  Val. Acc: 84.00%
Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.439 | Train Acc: 79.90%
	 Val. Loss: 0.444 |  Val. Acc: 87.00%
Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.435 | Train Acc: 82.45%
	 Val. Loss: 0.430 |  Val. Acc: 85.00%
Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.433 | Train Acc: 81.76%
	 Val. Loss: 0.468 |  Val. Acc: 85.00%
Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.430 | Train Acc: 82.06%
	 Val. Loss: 0.472 |  Val. Acc: 85.00%
Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.430 | Train Acc: 82.55%
	 Val. Loss: 0.494 |  Val. Acc: 73.67%
Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.430 | Train Acc: 81.67%
	 Val. Loss: 0.462 |  Val. Acc: 81.33%
Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.425 | Train Acc: 83.14%
	 Val. Loss: 0.456 |  Val. Acc: 79.33%
Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.426 | Train Acc: 81.76%
	 Val. Loss: 0.418 |  Val. Acc: 88.00%
Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.422 | Train Acc: 83.92%
	 Val. Loss: 0.437 |  Val. Acc: 81.33%
Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.420 | Train Acc: 83.04%
	 Val. Loss: 0.385 |  Val. Acc: 87.00%
Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.419 | Train Acc: 82.25%
	 Val. Loss: 0.429 |  Val. Acc: 89.00%
Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.418 | Train Acc: 83.53%
	 Val. Loss: 0.436 |  Val. Acc: 83.33%
Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.414 | Train Acc: 84.22%
	 Val. Loss: 0.434 |  Val. Acc: 83.33%
Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.415 | Train Acc: 83.04%
	 Val. Loss: 0.418 |  Val. Acc: 89.00%
Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.411 | Train Acc: 84.31%
	 Val. Loss: 0.436 |  Val. Acc: 83.33%
Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.412 | Train Acc: 85.00%
	 Val. Loss: 0.382 |  Val. Acc: 89.00%
Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.410 | Train Acc: 84.22%
	 Val. Loss: 0.471 |  Val. Acc: 83.33%
Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.409 | Train Acc: 85.20%
	 Val. Loss: 0.419 |  Val. Acc: 89.00%
Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.405 | Train Acc: 85.20%
	 Val. Loss: 0.400 |  Val. Acc: 89.00%
Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.399 | Train Acc: 85.69%
	 Val. Loss: 0.441 |  Val. Acc: 89.00%
Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.401 | Train Acc: 83.63%
	 Val. Loss: 0.381 |  Val. Acc: 89.00%
Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.397 | Train Acc: 84.71%
	 Val. Loss: 0.487 |  Val. Acc: 77.67%
Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.398 | Train Acc: 85.00%
	 Val. Loss: 0.429 |  Val. Acc: 83.33%
Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.390 | Train Acc: 86.18%
	 Val. Loss: 0.391 |  Val. Acc: 89.00%
Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.389 | Train Acc: 85.59%
	 Val. Loss: 0.394 |  Val. Acc: 83.33%
Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.385 | Train Acc: 85.88%
	 Val. Loss: 0.385 |  Val. Acc: 89.00%
Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.389 | Train Acc: 85.29%
	 Val. Loss: 0.416 |  Val. Acc: 83.33%
Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.387 | Train Acc: 85.49%
	 Val. Loss: 0.418 |  Val. Acc: 83.33%
Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.384 | Train Acc: 86.08%
	 Val. Loss: 0.352 |  Val. Acc: 89.00%
Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.384 | Train Acc: 86.37%
	 Val. Loss: 0.401 |  Val. Acc: 89.00%
Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.379 | Train Acc: 88.33%
	 Val. Loss: 0.369 |  Val. Acc: 89.00%
Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.377 | Train Acc: 85.78%
	 Val. Loss: 0.409 |  Val. Acc: 83.33%
Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.377 | Train Acc: 87.75%
	 Val. Loss: 0.419 |  Val. Acc: 89.00%
Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.375 | Train Acc: 86.37%
	 Val. Loss: 0.382 |  Val. Acc: 89.00%
Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.375 | Train Acc: 87.06%
	 Val. Loss: 0.434 |  Val. Acc: 83.33%
Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.370 | Train Acc: 87.94%
	 Val. Loss: 0.335 |  Val. Acc: 89.00%
Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.373 | Train Acc: 86.76%
	 Val. Loss: 0.364 |  Val. Acc: 89.00%
Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.365 | Train Acc: 88.53%
	 Val. Loss: 0.420 |  Val. Acc: 83.33%
Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.365 | Train Acc: 88.43%
	 Val. Loss: 0.408 |  Val. Acc: 89.00%
Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.362 | Train Acc: 88.92%
	 Val. Loss: 0.413 |  Val. Acc: 89.00%
Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.362 | Train Acc: 89.12%
	 Val. Loss: 0.342 |  Val. Acc: 89.00%
Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.362 | Train Acc: 88.82%
	 Val. Loss: 0.374 |  Val. Acc: 83.33%
Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.357 | Train Acc: 89.22%
	 Val. Loss: 0.389 |  Val. Acc: 83.33%
Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.358 | Train Acc: 88.53%
	 Val. Loss: 0.356 |  Val. Acc: 89.00%
Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.353 | Train Acc: 89.51%
	 Val. Loss: 0.381 |  Val. Acc: 83.33%
Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.350 | Train Acc: 89.22%
	 Val. Loss: 0.347 |  Val. Acc: 89.00%
Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.353 | Train Acc: 89.02%
	 Val. Loss: 0.365 |  Val. Acc: 84.33%
Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.351 | Train Acc: 88.82%
	 Val. Loss: 0.337 |  Val. Acc: 91.00%
Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.348 | Train Acc: 90.00%
	 Val. Loss: 0.337 |  Val. Acc: 90.00%
Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.349 | Train Acc: 89.71%
	 Val. Loss: 0.360 |  Val. Acc: 91.00%
Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.342 | Train Acc: 90.39%
	 Val. Loss: 0.362 |  Val. Acc: 85.33%
Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.342 | Train Acc: 90.69%
	 Val. Loss: 0.380 |  Val. Acc: 85.33%
Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.338 | Train Acc: 90.59%
	 Val. Loss: 0.401 |  Val. Acc: 79.67%
Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.338 | Train Acc: 90.39%
	 Val. Loss: 0.353 |  Val. Acc: 91.00%
Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.335 | Train Acc: 90.69%
	 Val. Loss: 0.337 |  Val. Acc: 91.00%
Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 20/200.
	Train Loss: 0.336 | Train Acc: 89.61%
	 Val. Loss: 0.339 |  Val. Acc: 91.00%
Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 21/200.
	Train Loss: 0.332 | Train Acc: 90.39%
	 Val. Loss: 0.355 |  Val. Acc: 91.00%
Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 22/200.
	Train Loss: 0.331 | Train Acc: 90.49%
	 Val. Loss: 0.368 |  Val. Acc: 85.33%
Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.330 | Train Acc: 90.69%
	 Val. Loss: 0.307 |  Val. Acc: 91.00%
Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.328 | Train Acc: 90.59%
	 Val. Loss: 0.373 |  Val. Acc: 91.00%
Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.324 | Train Acc: 90.59%
	 Val. Loss: 0.331 |  Val. Acc: 91.00%
Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.322 | Train Acc: 90.29%
	 Val. Loss: 0.362 |  Val. Acc: 92.00%
Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.322 | Train Acc: 90.98%
	 Val. Loss: 0.297 |  Val. Acc: 91.00%
Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.322 | Train Acc: 90.20%
	 Val. Loss: 0.349 |  Val. Acc: 91.00%
Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.319 | Train Acc: 90.69%
	 Val. Loss: 0.315 |  Val. Acc: 92.00%
Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.320 | Train Acc: 90.20%
	 Val. Loss: 0.321 |  Val. Acc: 92.00%
Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.316 | Train Acc: 90.88%
	 Val. Loss: 0.345 |  Val. Acc: 92.00%
Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.316 | Train Acc: 90.39%
	 Val. Loss: 0.285 |  Val. Acc: 92.00%
Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.315 | Train Acc: 90.88%
	 Val. Loss: 0.303 |  Val. Acc: 92.00%
Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.314 | Train Acc: 90.88%
	 Val. Loss: 0.290 |  Val. Acc: 92.00%
Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.311 | Train Acc: 90.88%
	 Val. Loss: 0.298 |  Val. Acc: 92.00%
Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.308 | Train Acc: 90.88%
	 Val. Loss: 0.298 |  Val. Acc: 92.00%
Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.306 | Train Acc: 90.88%
	 Val. Loss: 0.344 |  Val. Acc: 92.00%
Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.312 | Train Acc: 90.29%
	 Val. Loss: 0.314 |  Val. Acc: 86.33%
Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.304 | Train Acc: 90.69%
	 Val. Loss: 0.305 |  Val. Acc: 92.00%
Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.308 | Train Acc: 90.29%
	 Val. Loss: 0.345 |  Val. Acc: 86.33%
Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.302 | Train Acc: 90.88%
	 Val. Loss: 0.306 |  Val. Acc: 92.00%
Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.302 | Train Acc: 90.69%
	 Val. Loss: 0.296 |  Val. Acc: 92.00%
Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.300 | Train Acc: 90.69%
	 Val. Loss: 0.352 |  Val. Acc: 86.33%
Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.297 | Train Acc: 90.88%
	 Val. Loss: 0.291 |  Val. Acc: 92.00%
Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.299 | Train Acc: 90.49%
	 Val. Loss: 0.264 |  Val. Acc: 92.00%
Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.295 | Train Acc: 90.69%
	 Val. Loss: 0.294 |  Val. Acc: 92.00%
Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.294 | Train Acc: 90.69%
	 Val. Loss: 0.301 |  Val. Acc: 92.00%
Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.293 | Train Acc: 90.69%
	 Val. Loss: 0.306 |  Val. Acc: 94.00%
Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.289 | Train Acc: 91.18%
	 Val. Loss: 0.292 |  Val. Acc: 92.00%
Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.295 | Train Acc: 90.29%
	 Val. Loss: 0.383 |  Val. Acc: 80.67%
Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.287 | Train Acc: 91.18%
	 Val. Loss: 0.346 |  Val. Acc: 86.33%
Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.288 | Train Acc: 90.69%
	 Val. Loss: 0.292 |  Val. Acc: 92.00%
Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.284 | Train Acc: 91.18%
	 Val. Loss: 0.344 |  Val. Acc: 86.33%
Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.288 | Train Acc: 90.78%
	 Val. Loss: 0.269 |  Val. Acc: 92.00%
Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.284 | Train Acc: 90.98%
	 Val. Loss: 0.301 |  Val. Acc: 92.00%
Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.285 | Train Acc: 90.49%
	 Val. Loss: 0.348 |  Val. Acc: 86.33%
Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.284 | Train Acc: 90.20%
	 Val. Loss: 0.265 |  Val. Acc: 94.00%
Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.283 | Train Acc: 90.49%
	 Val. Loss: 0.270 |  Val. Acc: 94.00%
Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.281 | Train Acc: 91.08%
	 Val. Loss: 0.370 |  Val. Acc: 88.33%
Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.277 | Train Acc: 91.18%
	 Val. Loss: 0.269 |  Val. Acc: 94.00%
Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.278 | Train Acc: 91.67%
	 Val. Loss: 0.289 |  Val. Acc: 94.00%
Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.276 | Train Acc: 91.67%
	 Val. Loss: 0.321 |  Val. Acc: 94.00%
Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.276 | Train Acc: 91.08%
	 Val. Loss: 0.278 |  Val. Acc: 94.00%
Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.272 | Train Acc: 91.57%
	 Val. Loss: 0.254 |  Val. Acc: 94.00%
Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.273 | Train Acc: 91.57%
	 Val. Loss: 0.274 |  Val. Acc: 94.00%
Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.269 | Train Acc: 92.06%
	 Val. Loss: 0.266 |  Val. Acc: 94.00%
Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.269 | Train Acc: 91.76%
	 Val. Loss: 0.325 |  Val. Acc: 88.33%
Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.268 | Train Acc: 91.76%
	 Val. Loss: 0.245 |  Val. Acc: 94.00%
Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.270 | Train Acc: 91.76%
	 Val. Loss: 0.279 |  Val. Acc: 94.00%
Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.267 | Train Acc: 91.86%
	 Val. Loss: 0.267 |  Val. Acc: 94.00%
Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.264 | Train Acc: 92.06%
	 Val. Loss: 0.260 |  Val. Acc: 94.00%
Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.267 | Train Acc: 91.37%
	 Val. Loss: 0.243 |  Val. Acc: 94.00%
Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.266 | Train Acc: 91.47%
	 Val. Loss: 0.263 |  Val. Acc: 94.00%
Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.263 | Train Acc: 91.67%
	 Val. Loss: 0.266 |  Val. Acc: 94.00%
Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.259 | Train Acc: 91.76%
	 Val. Loss: 0.307 |  Val. Acc: 88.33%
Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.260 | Train Acc: 92.06%
	 Val. Loss: 0.244 |  Val. Acc: 94.00%
Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.259 | Train Acc: 91.57%
	 Val. Loss: 0.286 |  Val. Acc: 94.00%
Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.263 | Train Acc: 91.18%
	 Val. Loss: 0.291 |  Val. Acc: 88.33%
Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.255 | Train Acc: 92.06%
	 Val. Loss: 0.260 |  Val. Acc: 94.00%
Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.256 | Train Acc: 92.06%
	 Val. Loss: 0.285 |  Val. Acc: 94.00%
Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.259 | Train Acc: 91.47%
	 Val. Loss: 0.325 |  Val. Acc: 88.33%
Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.259 | Train Acc: 91.47%
	 Val. Loss: 0.257 |  Val. Acc: 94.00%
Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.258 | Train Acc: 90.98%
	 Val. Loss: 0.251 |  Val. Acc: 94.00%
Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.252 | Train Acc: 91.86%
	 Val. Loss: 0.236 |  Val. Acc: 94.00%
Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.251 | Train Acc: 92.16%
	 Val. Loss: 0.359 |  Val. Acc: 88.33%
Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.254 | Train Acc: 91.57%
	 Val. Loss: 0.260 |  Val. Acc: 94.00%
Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.250 | Train Acc: 92.65%
	 Val. Loss: 0.236 |  Val. Acc: 94.00%
Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.247 | Train Acc: 92.06%
	 Val. Loss: 0.352 |  Val. Acc: 88.33%
Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.249 | Train Acc: 91.96%
	 Val. Loss: 0.236 |  Val. Acc: 94.00%
Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.249 | Train Acc: 92.06%
	 Val. Loss: 0.244 |  Val. Acc: 94.00%
Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.250 | Train Acc: 91.47%
	 Val. Loss: 0.264 |  Val. Acc: 94.00%
Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.248 | Train Acc: 91.37%
	 Val. Loss: 0.236 |  Val. Acc: 94.00%
Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.247 | Train Acc: 91.76%
	 Val. Loss: 0.279 |  Val. Acc: 88.33%
Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.247 | Train Acc: 91.96%
	 Val. Loss: 0.220 |  Val. Acc: 94.00%
Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.245 | Train Acc: 91.86%
	 Val. Loss: 0.238 |  Val. Acc: 94.00%
Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.245 | Train Acc: 91.96%
	 Val. Loss: 0.262 |  Val. Acc: 94.00%
Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.242 | Train Acc: 91.86%
	 Val. Loss: 0.279 |  Val. Acc: 94.00%
Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.245 | Train Acc: 92.16%
	 Val. Loss: 0.273 |  Val. Acc: 88.33%
Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.243 | Train Acc: 91.86%
	 Val. Loss: 0.220 |  Val. Acc: 94.00%
Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.240 | Train Acc: 91.86%
	 Val. Loss: 0.238 |  Val. Acc: 94.00%
Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.238 | Train Acc: 92.16%
	 Val. Loss: 0.217 |  Val. Acc: 94.00%
Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.240 | Train Acc: 91.86%
	 Val. Loss: 0.231 |  Val. Acc: 94.00%
Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.237 | Train Acc: 92.06%
	 Val. Loss: 0.236 |  Val. Acc: 94.00%
Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.236 | Train Acc: 91.57%
	 Val. Loss: 0.252 |  Val. Acc: 94.00%
Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.235 | Train Acc: 91.86%
	 Val. Loss: 0.269 |  Val. Acc: 94.00%
Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.232 | Train Acc: 92.06%
	 Val. Loss: 0.289 |  Val. Acc: 88.33%
Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.233 | Train Acc: 92.16%
	 Val. Loss: 0.223 |  Val. Acc: 94.00%
Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.233 | Train Acc: 91.96%
	 Val. Loss: 0.284 |  Val. Acc: 88.33%
Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.229 | Train Acc: 92.35%
	 Val. Loss: 0.237 |  Val. Acc: 94.00%
Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.231 | Train Acc: 92.06%
	 Val. Loss: 0.243 |  Val. Acc: 94.00%
Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.229 | Train Acc: 92.06%
	 Val. Loss: 0.245 |  Val. Acc: 94.00%
Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.229 | Train Acc: 92.65%
	 Val. Loss: 0.264 |  Val. Acc: 88.33%
Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.228 | Train Acc: 92.35%
	 Val. Loss: 0.218 |  Val. Acc: 94.00%
Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.227 | Train Acc: 91.86%
	 Val. Loss: 0.216 |  Val. Acc: 94.00%
Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.230 | Train Acc: 91.67%
	 Val. Loss: 0.340 |  Val. Acc: 88.33%
Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.227 | Train Acc: 91.96%
	 Val. Loss: 0.320 |  Val. Acc: 88.33%
Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.228 | Train Acc: 92.25%
	 Val. Loss: 0.211 |  Val. Acc: 94.00%
Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.231 | Train Acc: 92.35%
	 Val. Loss: 0.223 |  Val. Acc: 94.00%
Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.227 | Train Acc: 91.57%
	 Val. Loss: 0.294 |  Val. Acc: 88.33%
Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.223 | Train Acc: 91.86%
	 Val. Loss: 0.282 |  Val. Acc: 88.33%
Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.223 | Train Acc: 93.24%
	 Val. Loss: 0.212 |  Val. Acc: 94.00%
Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.223 | Train Acc: 92.65%
	 Val. Loss: 0.209 |  Val. Acc: 94.00%
Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.229 | Train Acc: 91.96%
	 Val. Loss: 0.262 |  Val. Acc: 94.00%
Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.223 | Train Acc: 92.25%
	 Val. Loss: 0.330 |  Val. Acc: 88.33%
Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.223 | Train Acc: 92.16%
	 Val. Loss: 0.371 |  Val. Acc: 82.67%
Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.224 | Train Acc: 92.35%
	 Val. Loss: 0.233 |  Val. Acc: 94.00%
Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.218 | Train Acc: 92.06%
	 Val. Loss: 0.225 |  Val. Acc: 94.00%
Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.222 | Train Acc: 92.25%
	 Val. Loss: 0.218 |  Val. Acc: 94.00%
Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.217 | Train Acc: 92.94%
	 Val. Loss: 0.230 |  Val. Acc: 94.00%
Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.223 | Train Acc: 92.16%
	 Val. Loss: 0.238 |  Val. Acc: 94.00%
Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.218 | Train Acc: 92.45%
	 Val. Loss: 0.232 |  Val. Acc: 94.00%
Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.219 | Train Acc: 92.25%
	 Val. Loss: 0.230 |  Val. Acc: 94.00%
Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.214 | Train Acc: 93.04%
	 Val. Loss: 0.254 |  Val. Acc: 94.00%
Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.213 | Train Acc: 92.35%
	 Val. Loss: 0.219 |  Val. Acc: 94.00%
Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.214 | Train Acc: 92.35%
	 Val. Loss: 0.201 |  Val. Acc: 94.00%
Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.214 | Train Acc: 92.16%
	 Val. Loss: 0.245 |  Val. Acc: 94.00%
Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.212 | Train Acc: 93.24%
	 Val. Loss: 0.330 |  Val. Acc: 88.33%
Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.212 | Train Acc: 92.94%
	 Val. Loss: 0.241 |  Val. Acc: 94.00%
Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.213 | Train Acc: 92.75%
	 Val. Loss: 0.214 |  Val. Acc: 94.00%
Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.212 | Train Acc: 92.16%
	 Val. Loss: 0.205 |  Val. Acc: 94.00%
Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.209 | Train Acc: 92.94%
	 Val. Loss: 0.203 |  Val. Acc: 94.00%
Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.211 | Train Acc: 92.45%
	 Val. Loss: 0.299 |  Val. Acc: 88.33%
Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.209 | Train Acc: 92.65%
	 Val. Loss: 0.215 |  Val. Acc: 94.00%
Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.209 | Train Acc: 92.16%
	 Val. Loss: 0.213 |  Val. Acc: 94.00%
Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.212 | Train Acc: 92.84%
	 Val. Loss: 0.220 |  Val. Acc: 94.00%
Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.209 | Train Acc: 92.65%
	 Val. Loss: 0.197 |  Val. Acc: 94.00%
Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.210 | Train Acc: 92.94%
	 Val. Loss: 0.205 |  Val. Acc: 94.00%
Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.207 | Train Acc: 92.75%
	 Val. Loss: 0.200 |  Val. Acc: 94.00%
Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.208 | Train Acc: 92.94%
	 Val. Loss: 0.205 |  Val. Acc: 94.00%
Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.207 | Train Acc: 92.65%
	 Val. Loss: 0.192 |  Val. Acc: 94.00%
Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.209 | Train Acc: 92.75%
	 Val. Loss: 0.227 |  Val. Acc: 94.00%
Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.205 | Train Acc: 92.65%
	 Val. Loss: 0.223 |  Val. Acc: 94.00%
Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.210 | Train Acc: 92.84%
	 Val. Loss: 0.193 |  Val. Acc: 94.00%
Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.204 | Train Acc: 92.65%
	 Val. Loss: 0.208 |  Val. Acc: 94.00%
Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.208 | Train Acc: 92.06%
	 Val. Loss: 0.289 |  Val. Acc: 88.33%
Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.204 | Train Acc: 92.45%
	 Val. Loss: 0.205 |  Val. Acc: 94.00%
Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.203 | Train Acc: 92.45%
	 Val. Loss: 0.237 |  Val. Acc: 94.00%
Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.202 | Train Acc: 92.45%
	 Val. Loss: 0.235 |  Val. Acc: 88.33%
Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.202 | Train Acc: 93.04%
	 Val. Loss: 0.300 |  Val. Acc: 88.33%
Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.203 | Train Acc: 92.25%
	 Val. Loss: 0.212 |  Val. Acc: 94.00%
Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.203 | Train Acc: 92.25%
	 Val. Loss: 0.209 |  Val. Acc: 94.00%
Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.202 | Train Acc: 92.25%
	 Val. Loss: 0.203 |  Val. Acc: 94.00%
Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.200 | Train Acc: 92.65%
	 Val. Loss: 0.214 |  Val. Acc: 94.00%
Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.198 | Train Acc: 92.45%
	 Val. Loss: 0.252 |  Val. Acc: 88.33%
Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.197 | Train Acc: 92.65%
	 Val. Loss: 0.195 |  Val. Acc: 94.00%
Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.201 | Train Acc: 92.45%
	 Val. Loss: 0.203 |  Val. Acc: 94.00%
Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.199 | Train Acc: 92.84%
	 Val. Loss: 0.238 |  Val. Acc: 88.33%
Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.200 | Train Acc: 92.45%
	 Val. Loss: 0.218 |  Val. Acc: 94.00%
Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.197 | Train Acc: 92.45%
	 Val. Loss: 0.215 |  Val. Acc: 94.00%
Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 20/200.
	Train Loss: 0.197 | Train Acc: 92.16%
	 Val. Loss: 0.198 |  Val. Acc: 94.00%
Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 21/200.
	Train Loss: 0.201 | Train Acc: 92.25%
	 Val. Loss: 0.225 |  Val. Acc: 88.33%
Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 22/200.
	Train Loss: 0.196 | Train Acc: 92.25%
	 Val. Loss: 0.212 |  Val. Acc: 94.00%
Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 23/200.
	Train Loss: 0.197 | Train Acc: 92.55%
	 Val. Loss: 0.212 |  Val. Acc: 94.00%
Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 24/200.
	Train Loss: 0.195 | Train Acc: 92.65%
	 Val. Loss: 0.381 |  Val. Acc: 82.67%
Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 25/200.
	Train Loss: 0.194 | Train Acc: 92.45%
	 Val. Loss: 0.197 |  Val. Acc: 94.00%
Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 26/200.
	Train Loss: 0.195 | Train Acc: 92.45%
	 Val. Loss: 0.220 |  Val. Acc: 94.00%
Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 27/200.
	Train Loss: 0.194 | Train Acc: 92.45%
	 Val. Loss: 0.335 |  Val. Acc: 88.33%
Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 28/200.
	Train Loss: 0.193 | Train Acc: 92.45%
	 Val. Loss: 0.211 |  Val. Acc: 94.00%
Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 29/200.
	Train Loss: 0.197 | Train Acc: 92.25%
	 Val. Loss: 0.228 |  Val. Acc: 94.00%
Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 30/200.
	Train Loss: 0.191 | Train Acc: 92.65%
	 Val. Loss: 0.268 |  Val. Acc: 88.33%
Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.191 | Train Acc: 92.75%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.191 | Train Acc: 92.94%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.191 | Train Acc: 92.75%
	 Val. Loss: 0.302 |  Val. Acc: 88.33%
Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.194 | Train Acc: 92.55%
	 Val. Loss: 0.206 |  Val. Acc: 93.00%
Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.189 | Train Acc: 92.75%
	 Val. Loss: 0.337 |  Val. Acc: 88.33%
Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.189 | Train Acc: 92.94%
	 Val. Loss: 0.247 |  Val. Acc: 87.33%
Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.194 | Train Acc: 91.76%
	 Val. Loss: 0.302 |  Val. Acc: 86.33%
Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.187 | Train Acc: 93.24%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.187 | Train Acc: 93.33%
	 Val. Loss: 0.220 |  Val. Acc: 94.00%
Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.189 | Train Acc: 92.45%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.190 | Train Acc: 93.63%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.183 | Train Acc: 92.94%
	 Val. Loss: 0.193 |  Val. Acc: 92.00%
Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.185 | Train Acc: 92.65%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.184 | Train Acc: 92.94%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.184 | Train Acc: 93.24%
	 Val. Loss: 0.208 |  Val. Acc: 94.00%
Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.187 | Train Acc: 93.33%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.183 | Train Acc: 93.53%
	 Val. Loss: 0.197 |  Val. Acc: 94.00%
Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.182 | Train Acc: 93.53%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.193 | Train Acc: 92.94%
	 Val. Loss: 0.221 |  Val. Acc: 88.33%
Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.182 | Train Acc: 93.82%
	 Val. Loss: 0.197 |  Val. Acc: 94.00%
Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.182 | Train Acc: 93.04%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.181 | Train Acc: 93.53%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.184 | Train Acc: 93.14%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.186 | Train Acc: 93.63%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.180 | Train Acc: 93.24%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.182 | Train Acc: 93.04%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.179 | Train Acc: 93.24%
	 Val. Loss: 0.190 |  Val. Acc: 94.00%
Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.181 | Train Acc: 93.53%
	 Val. Loss: 0.217 |  Val. Acc: 94.00%
Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.179 | Train Acc: 93.33%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.183 | Train Acc: 93.14%
	 Val. Loss: 0.187 |  Val. Acc: 94.00%
Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.181 | Train Acc: 93.43%
	 Val. Loss: 0.193 |  Val. Acc: 94.00%
Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.178 | Train Acc: 93.33%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.179 | Train Acc: 93.82%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.178 | Train Acc: 93.53%
	 Val. Loss: 0.217 |  Val. Acc: 94.00%
Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.178 | Train Acc: 93.24%
	 Val. Loss: 0.215 |  Val. Acc: 88.33%
Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.177 | Train Acc: 93.53%
	 Val. Loss: 0.217 |  Val. Acc: 88.33%
Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.176 | Train Acc: 94.12%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.176 | Train Acc: 93.82%
	 Val. Loss: 0.193 |  Val. Acc: 94.00%
Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.177 | Train Acc: 93.43%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.177 | Train Acc: 93.63%
	 Val. Loss: 0.179 |  Val. Acc: 94.00%
Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.177 | Train Acc: 93.73%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.177 | Train Acc: 93.43%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.173 | Train Acc: 93.82%
	 Val. Loss: 0.362 |  Val. Acc: 88.33%
Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.174 | Train Acc: 94.12%
	 Val. Loss: 0.187 |  Val. Acc: 94.00%
Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.174 | Train Acc: 93.33%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.176 | Train Acc: 93.14%
	 Val. Loss: 0.195 |  Val. Acc: 94.00%
Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.174 | Train Acc: 93.92%
	 Val. Loss: 0.192 |  Val. Acc: 94.00%
Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.173 | Train Acc: 94.12%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.172 | Train Acc: 93.63%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.175 | Train Acc: 93.43%
	 Val. Loss: 0.200 |  Val. Acc: 94.00%
Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.173 | Train Acc: 93.92%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 20/200.
	Train Loss: 0.181 | Train Acc: 93.73%
	 Val. Loss: 0.292 |  Val. Acc: 88.33%
Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.172 | Train Acc: 93.82%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.170 | Train Acc: 94.12%
	 Val. Loss: 0.193 |  Val. Acc: 94.00%
Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.169 | Train Acc: 94.12%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.168 | Train Acc: 94.12%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.170 | Train Acc: 93.63%
	 Val. Loss: 0.191 |  Val. Acc: 94.00%
Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.169 | Train Acc: 94.41%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.170 | Train Acc: 93.63%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.169 | Train Acc: 94.12%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.168 | Train Acc: 94.12%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.169 | Train Acc: 93.92%
	 Val. Loss: 0.335 |  Val. Acc: 88.33%
Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.167 | Train Acc: 94.41%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.169 | Train Acc: 93.92%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.172 | Train Acc: 93.73%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.177 | Train Acc: 93.43%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.168 | Train Acc: 93.92%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.167 | Train Acc: 94.22%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.170 | Train Acc: 94.12%
	 Val. Loss: 0.246 |  Val. Acc: 88.33%
Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.166 | Train Acc: 94.22%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.165 | Train Acc: 94.12%
	 Val. Loss: 0.227 |  Val. Acc: 88.33%
Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.166 | Train Acc: 93.92%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.164 | Train Acc: 94.12%
	 Val. Loss: 0.215 |  Val. Acc: 94.00%
Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.165 | Train Acc: 94.12%
	 Val. Loss: 0.185 |  Val. Acc: 94.00%
Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.169 | Train Acc: 93.63%
	 Val. Loss: 0.293 |  Val. Acc: 88.33%
Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.164 | Train Acc: 94.41%
	 Val. Loss: 0.278 |  Val. Acc: 88.33%
Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.162 | Train Acc: 94.41%
	 Val. Loss: 0.197 |  Val. Acc: 94.00%
Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.162 | Train Acc: 94.41%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.161 | Train Acc: 94.41%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.163 | Train Acc: 94.12%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.163 | Train Acc: 93.92%
	 Val. Loss: 0.334 |  Val. Acc: 88.33%
Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.162 | Train Acc: 94.22%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.159 | Train Acc: 94.41%
	 Val. Loss: 0.188 |  Val. Acc: 94.00%
Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.163 | Train Acc: 93.73%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.159 | Train Acc: 94.12%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.160 | Train Acc: 94.41%
	 Val. Loss: 0.347 |  Val. Acc: 88.33%
Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.162 | Train Acc: 94.22%
	 Val. Loss: 0.215 |  Val. Acc: 88.33%
Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.160 | Train Acc: 94.41%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.161 | Train Acc: 93.92%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.160 | Train Acc: 94.22%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.159 | Train Acc: 94.22%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.164 | Train Acc: 94.22%
	 Val. Loss: 0.195 |  Val. Acc: 94.00%
Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.159 | Train Acc: 94.41%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.157 | Train Acc: 94.41%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.159 | Train Acc: 94.41%
	 Val. Loss: 0.183 |  Val. Acc: 94.00%
Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.159 | Train Acc: 94.41%
	 Val. Loss: 0.341 |  Val. Acc: 88.33%
Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.159 | Train Acc: 93.92%
	 Val. Loss: 0.198 |  Val. Acc: 94.00%
Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.160 | Train Acc: 94.02%
	 Val. Loss: 0.296 |  Val. Acc: 88.33%
Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.160 | Train Acc: 94.22%
	 Val. Loss: 0.226 |  Val. Acc: 88.33%
Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.158 | Train Acc: 93.92%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.163 | Train Acc: 94.22%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.160 | Train Acc: 93.82%
	 Val. Loss: 0.310 |  Val. Acc: 88.33%
Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.159 | Train Acc: 93.73%
	 Val. Loss: 0.214 |  Val. Acc: 94.00%
Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.156 | Train Acc: 94.41%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.158 | Train Acc: 94.22%
	 Val. Loss: 0.173 |  Val. Acc: 94.00%
Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.156 | Train Acc: 94.22%
	 Val. Loss: 0.217 |  Val. Acc: 88.33%
Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.156 | Train Acc: 94.22%
	 Val. Loss: 0.192 |  Val. Acc: 94.00%
Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.163 | Train Acc: 93.73%
	 Val. Loss: 0.229 |  Val. Acc: 88.33%
Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.156 | Train Acc: 94.22%
	 Val. Loss: 0.221 |  Val. Acc: 94.00%
Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 20/200.
	Train Loss: 0.156 | Train Acc: 95.00%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 21/200.
	Train Loss: 0.154 | Train Acc: 94.41%
	 Val. Loss: 0.186 |  Val. Acc: 94.00%
Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.155 | Train Acc: 94.22%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.154 | Train Acc: 94.22%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.152 | Train Acc: 94.41%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.156 | Train Acc: 94.02%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.154 | Train Acc: 94.22%
	 Val. Loss: 0.182 |  Val. Acc: 94.00%
Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.158 | Train Acc: 94.80%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.157 | Train Acc: 94.80%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.153 | Train Acc: 94.71%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.153 | Train Acc: 94.80%
	 Val. Loss: 0.211 |  Val. Acc: 88.33%
Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.152 | Train Acc: 94.71%
	 Val. Loss: 0.304 |  Val. Acc: 88.33%
Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.152 | Train Acc: 94.51%
	 Val. Loss: 0.181 |  Val. Acc: 94.00%
Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.152 | Train Acc: 95.00%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.153 | Train Acc: 94.80%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.152 | Train Acc: 94.41%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.153 | Train Acc: 94.80%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.150 | Train Acc: 95.29%
	 Val. Loss: 0.391 |  Val. Acc: 82.67%
Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.150 | Train Acc: 95.29%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.149 | Train Acc: 95.00%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.149 | Train Acc: 95.00%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.150 | Train Acc: 95.00%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.148 | Train Acc: 95.00%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.151 | Train Acc: 95.10%
	 Val. Loss: 0.283 |  Val. Acc: 88.33%
Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.150 | Train Acc: 95.29%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.148 | Train Acc: 95.29%
	 Val. Loss: 0.212 |  Val. Acc: 88.33%
Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.149 | Train Acc: 94.80%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.149 | Train Acc: 94.80%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.149 | Train Acc: 95.29%
	 Val. Loss: 0.175 |  Val. Acc: 94.00%
Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.147 | Train Acc: 95.29%
	 Val. Loss: 0.221 |  Val. Acc: 88.33%
Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.147 | Train Acc: 95.29%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.148 | Train Acc: 95.29%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.148 | Train Acc: 95.10%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.146 | Train Acc: 95.00%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.148 | Train Acc: 94.80%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.147 | Train Acc: 95.29%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.145 | Train Acc: 95.29%
	 Val. Loss: 0.230 |  Val. Acc: 88.33%
Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.147 | Train Acc: 95.29%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.147 | Train Acc: 94.90%
	 Val. Loss: 0.219 |  Val. Acc: 88.33%
Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.150 | Train Acc: 95.10%
	 Val. Loss: 0.217 |  Val. Acc: 88.33%
Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.149 | Train Acc: 94.90%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.146 | Train Acc: 95.10%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.153 | Train Acc: 95.20%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.144 | Train Acc: 95.10%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.147 | Train Acc: 95.10%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.148 | Train Acc: 95.10%
	 Val. Loss: 0.184 |  Val. Acc: 94.00%
Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.144 | Train Acc: 95.59%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.148 | Train Acc: 95.20%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.143 | Train Acc: 95.29%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.144 | Train Acc: 96.18%
	 Val. Loss: 0.222 |  Val. Acc: 88.33%
Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.144 | Train Acc: 95.10%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.144 | Train Acc: 95.88%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.144 | Train Acc: 95.29%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.141 | Train Acc: 95.29%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.142 | Train Acc: 96.18%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.141 | Train Acc: 95.29%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.140 | Train Acc: 95.29%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.144 | Train Acc: 95.49%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.143 | Train Acc: 95.88%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.143 | Train Acc: 96.18%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.140 | Train Acc: 95.59%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.142 | Train Acc: 95.39%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.149 | Train Acc: 95.39%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.141 | Train Acc: 95.88%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.139 | Train Acc: 95.88%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.141 | Train Acc: 95.88%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.139 | Train Acc: 95.88%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.141 | Train Acc: 96.27%
	 Val. Loss: 0.335 |  Val. Acc: 88.33%
Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.139 | Train Acc: 96.18%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.166 |  Val. Acc: 94.00%
Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.139 | Train Acc: 95.69%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.138 | Train Acc: 96.18%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.140 | Train Acc: 96.76%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.137 | Train Acc: 96.18%
	 Val. Loss: 0.223 |  Val. Acc: 88.33%
Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.136 | Train Acc: 95.59%
	 Val. Loss: 0.195 |  Val. Acc: 94.00%
Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.140 | Train Acc: 95.98%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.142 | Train Acc: 95.98%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.139 | Train Acc: 95.98%
	 Val. Loss: 0.282 |  Val. Acc: 88.33%
Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.136 | Train Acc: 96.18%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.138 | Train Acc: 96.27%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.137 | Train Acc: 96.18%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.136 | Train Acc: 96.18%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.137 | Train Acc: 95.98%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 20/200.
	Train Loss: 0.135 | Train Acc: 96.18%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 21/200.
	Train Loss: 0.136 | Train Acc: 95.98%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 22/200.
	Train Loss: 0.134 | Train Acc: 96.18%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 23/200.
	Train Loss: 0.134 | Train Acc: 96.18%
	 Val. Loss: 0.281 |  Val. Acc: 88.33%
Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 24/200.
	Train Loss: 0.139 | Train Acc: 96.08%
	 Val. Loss: 0.180 |  Val. Acc: 94.00%
Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 25/200.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.218 |  Val. Acc: 88.33%
Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 26/200.
	Train Loss: 0.138 | Train Acc: 96.27%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 27/200.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 28/200.
	Train Loss: 0.136 | Train Acc: 95.98%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 29/200.
	Train Loss: 0.135 | Train Acc: 96.18%
	 Val. Loss: 0.201 |  Val. Acc: 94.00%
Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 30/200.
	Train Loss: 0.134 | Train Acc: 96.47%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 31/200.
	Train Loss: 0.138 | Train Acc: 95.98%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 32/200.
	Train Loss: 0.133 | Train Acc: 96.47%
	 Val. Loss: 0.305 |  Val. Acc: 88.33%
Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 33/200.
	Train Loss: 0.133 | Train Acc: 96.18%
	 Val. Loss: 0.246 |  Val. Acc: 88.33%
Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 34/200.
	Train Loss: 0.133 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 35/200.
	Train Loss: 0.133 | Train Acc: 96.18%
	 Val. Loss: 0.174 |  Val. Acc: 94.00%
Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 36/200.
	Train Loss: 0.133 | Train Acc: 96.76%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 37/200.
	Train Loss: 0.136 | Train Acc: 95.98%
	 Val. Loss: 0.345 |  Val. Acc: 88.33%
Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 38/200.
	Train Loss: 0.133 | Train Acc: 96.76%
	 Val. Loss: 0.216 |  Val. Acc: 88.33%
Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 39/200.
	Train Loss: 0.134 | Train Acc: 96.57%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 40/200.
	Train Loss: 0.135 | Train Acc: 96.76%
	 Val. Loss: 0.287 |  Val. Acc: 88.33%
Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 41/200.
	Train Loss: 0.132 | Train Acc: 96.76%
	 Val. Loss: 0.228 |  Val. Acc: 88.33%
Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 42/200.
	Train Loss: 0.133 | Train Acc: 96.18%
	 Val. Loss: 0.176 |  Val. Acc: 94.00%
Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 43/200.
	Train Loss: 0.131 | Train Acc: 96.18%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 44/200.
	Train Loss: 0.132 | Train Acc: 95.98%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 45/200.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 46/200.
	Train Loss: 0.130 | Train Acc: 96.76%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 47/200.
	Train Loss: 0.131 | Train Acc: 96.18%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 48/200.
	Train Loss: 0.133 | Train Acc: 96.86%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.130 | Train Acc: 96.18%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.132 | Train Acc: 96.86%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.132 | Train Acc: 96.47%
	 Val. Loss: 0.221 |  Val. Acc: 88.33%
Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.131 | Train Acc: 96.47%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.132 | Train Acc: 96.18%
	 Val. Loss: 0.223 |  Val. Acc: 88.33%
Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.134 | Train Acc: 96.27%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.132 | Train Acc: 96.86%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.170 |  Val. Acc: 94.00%
Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.131 | Train Acc: 95.98%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.133 | Train Acc: 96.57%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.131 | Train Acc: 97.06%
	 Val. Loss: 0.226 |  Val. Acc: 88.33%
Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.131 | Train Acc: 97.06%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.129 | Train Acc: 97.06%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.130 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.128 | Train Acc: 96.47%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.139 | Train Acc: 96.37%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.131 | Train Acc: 95.78%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.127 | Train Acc: 96.76%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.128 | Train Acc: 97.06%
	 Val. Loss: 0.177 |  Val. Acc: 94.00%
Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.129 | Train Acc: 96.47%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.128 | Train Acc: 97.35%
	 Val. Loss: 0.279 |  Val. Acc: 88.33%
Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.128 | Train Acc: 97.06%
	 Val. Loss: 0.359 |  Val. Acc: 88.33%
Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.129 | Train Acc: 97.06%
	 Val. Loss: 0.160 |  Val. Acc: 94.00%
Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.129 | Train Acc: 95.98%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.137 | Train Acc: 96.67%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.127 | Train Acc: 96.86%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.127 | Train Acc: 96.47%
	 Val. Loss: 0.300 |  Val. Acc: 88.33%
Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.130 | Train Acc: 96.86%
	 Val. Loss: 0.311 |  Val. Acc: 88.33%
Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.126 | Train Acc: 97.35%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.126 | Train Acc: 96.76%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.126 | Train Acc: 97.06%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.126 | Train Acc: 96.18%
	 Val. Loss: 0.284 |  Val. Acc: 88.33%
Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.126 | Train Acc: 97.06%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.125 | Train Acc: 97.06%
	 Val. Loss: 0.219 |  Val. Acc: 88.33%
Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.178 |  Val. Acc: 94.00%
Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.126 | Train Acc: 97.06%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.127 | Train Acc: 96.86%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.125 | Train Acc: 96.76%
	 Val. Loss: 0.278 |  Val. Acc: 88.33%
Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.126 | Train Acc: 96.76%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.129 | Train Acc: 96.86%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.124 | Train Acc: 97.35%
	 Val. Loss: 0.221 |  Val. Acc: 88.33%
Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.131 | Train Acc: 96.86%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.125 | Train Acc: 96.27%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.131 | Train Acc: 96.86%
	 Val. Loss: 0.345 |  Val. Acc: 88.33%
Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.123 | Train Acc: 97.06%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.339 |  Val. Acc: 88.33%
Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.125 | Train Acc: 97.06%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.126 | Train Acc: 96.86%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.123 | Train Acc: 97.06%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.124 | Train Acc: 96.86%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.125 | Train Acc: 97.35%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.123 | Train Acc: 97.06%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.359 |  Val. Acc: 88.33%
Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.123 | Train Acc: 97.35%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.123 | Train Acc: 96.18%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.122 | Train Acc: 97.06%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.122 | Train Acc: 97.06%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.225 |  Val. Acc: 88.33%
Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.124 | Train Acc: 97.06%
	 Val. Loss: 0.308 |  Val. Acc: 88.33%
Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.122 | Train Acc: 97.06%
	 Val. Loss: 0.224 |  Val. Acc: 88.33%
Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.122 | Train Acc: 97.06%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.121 | Train Acc: 97.06%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.120 | Train Acc: 97.06%
	 Val. Loss: 0.171 |  Val. Acc: 94.00%
Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.125 | Train Acc: 97.16%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.124 | Train Acc: 97.16%
	 Val. Loss: 0.351 |  Val. Acc: 82.67%
Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.223 |  Val. Acc: 88.33%
Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.122 | Train Acc: 97.35%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.121 | Train Acc: 97.06%
	 Val. Loss: 0.172 |  Val. Acc: 94.00%
Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.121 | Train Acc: 96.86%
	 Val. Loss: 0.224 |  Val. Acc: 88.33%
Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.121 | Train Acc: 97.35%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.323 |  Val. Acc: 88.33%
Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.120 | Train Acc: 97.35%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 20/200.
	Train Loss: 0.120 | Train Acc: 97.06%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 21/200.
	Train Loss: 0.118 | Train Acc: 97.06%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 22/200.
	Train Loss: 0.120 | Train Acc: 97.06%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 23/200.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 24/200.
	Train Loss: 0.121 | Train Acc: 97.16%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 25/200.
	Train Loss: 0.123 | Train Acc: 97.16%
	 Val. Loss: 0.222 |  Val. Acc: 88.33%
Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.119 | Train Acc: 97.06%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.122 | Train Acc: 97.45%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.119 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.124 | Train Acc: 96.96%
	 Val. Loss: 0.307 |  Val. Acc: 88.33%
Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.120 | Train Acc: 97.16%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.120 | Train Acc: 97.45%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.118 | Train Acc: 97.06%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.335 |  Val. Acc: 88.33%
Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.119 | Train Acc: 97.35%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.118 | Train Acc: 97.65%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.127 | Train Acc: 96.96%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.116 | Train Acc: 97.65%
	 Val. Loss: 0.227 |  Val. Acc: 88.33%
Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.118 | Train Acc: 97.35%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.117 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.118 | Train Acc: 97.65%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.303 |  Val. Acc: 88.33%
Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.116 | Train Acc: 97.35%
	 Val. Loss: 0.305 |  Val. Acc: 88.33%
Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.119 | Train Acc: 97.16%
	 Val. Loss: 0.338 |  Val. Acc: 88.33%
Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.117 | Train Acc: 97.35%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.119 | Train Acc: 97.45%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.161 |  Val. Acc: 94.00%
Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.120 | Train Acc: 97.45%
	 Val. Loss: 0.280 |  Val. Acc: 88.33%
Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.116 | Train Acc: 97.06%
	 Val. Loss: 0.223 |  Val. Acc: 88.33%
Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.115 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.121 | Train Acc: 97.45%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.122 | Train Acc: 97.45%
	 Val. Loss: 0.336 |  Val. Acc: 88.33%
Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.115 | Train Acc: 97.65%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.117 | Train Acc: 97.16%
	 Val. Loss: 0.280 |  Val. Acc: 88.33%
Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.115 | Train Acc: 97.65%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.116 | Train Acc: 97.45%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.116 | Train Acc: 97.45%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.112 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.113 | Train Acc: 97.65%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.113 | Train Acc: 97.65%
	 Val. Loss: 0.334 |  Val. Acc: 88.33%
Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.119 | Train Acc: 97.45%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.114 | Train Acc: 97.16%
	 Val. Loss: 0.153 |  Val. Acc: 94.00%
Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.114 | Train Acc: 97.35%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.114 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.113 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.113 | Train Acc: 97.35%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.112 | Train Acc: 97.35%
	 Val. Loss: 0.302 |  Val. Acc: 88.33%
Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.112 | Train Acc: 97.65%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.115 | Train Acc: 97.35%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.113 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.117 | Train Acc: 97.16%
	 Val. Loss: 0.168 |  Val. Acc: 94.00%
Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.114 | Train Acc: 97.45%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.119 | Train Acc: 96.96%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.113 | Train Acc: 97.65%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.112 | Train Acc: 97.65%
	 Val. Loss: 0.222 |  Val. Acc: 88.33%
Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.111 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.112 | Train Acc: 97.06%
	 Val. Loss: 0.330 |  Val. Acc: 88.33%
Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.111 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.112 | Train Acc: 97.16%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.112 | Train Acc: 97.65%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.111 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.111 | Train Acc: 97.35%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.112 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.117 | Train Acc: 97.45%
	 Val. Loss: 0.169 |  Val. Acc: 94.00%
Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.110 | Train Acc: 97.35%
	 Val. Loss: 0.151 |  Val. Acc: 94.00%
Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.320 |  Val. Acc: 88.33%
Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.110 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.111 | Train Acc: 97.06%
	 Val. Loss: 0.152 |  Val. Acc: 94.00%
Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.111 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.112 | Train Acc: 97.45%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.111 | Train Acc: 97.65%
	 Val. Loss: 0.232 |  Val. Acc: 88.33%
Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.110 | Train Acc: 97.35%
	 Val. Loss: 0.216 |  Val. Acc: 88.33%
Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.113 | Train Acc: 97.45%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.111 | Train Acc: 97.45%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.324 |  Val. Acc: 88.33%
Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.165 |  Val. Acc: 94.00%
Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.111 | Train Acc: 97.45%
	 Val. Loss: 0.159 |  Val. Acc: 94.00%
Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.115 | Train Acc: 97.45%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.108 | Train Acc: 97.65%
	 Val. Loss: 0.163 |  Val. Acc: 94.00%
Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.108 | Train Acc: 97.35%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.107 | Train Acc: 97.35%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.109 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.216 |  Val. Acc: 88.33%
Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.112 | Train Acc: 97.45%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.109 | Train Acc: 97.45%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.351 |  Val. Acc: 82.67%
Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.157 |  Val. Acc: 94.00%
Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.231 |  Val. Acc: 88.33%
Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.162 |  Val. Acc: 94.00%
Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.106 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.111 | Train Acc: 97.45%
	 Val. Loss: 0.164 |  Val. Acc: 94.00%
Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.300 |  Val. Acc: 88.33%
Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.108 | Train Acc: 97.45%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.107 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.167 |  Val. Acc: 94.00%
Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.105 | Train Acc: 97.94%
	 Val. Loss: 0.228 |  Val. Acc: 88.33%
Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.108 | Train Acc: 97.45%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.107 | Train Acc: 97.45%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.107 | Train Acc: 97.45%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.105 | Train Acc: 97.35%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.103 | Train Acc: 97.94%
	 Val. Loss: 0.216 |  Val. Acc: 88.33%
Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.104 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.107 | Train Acc: 97.45%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.107 | Train Acc: 97.25%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.105 | Train Acc: 97.45%
	 Val. Loss: 0.213 |  Val. Acc: 88.33%
Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.215 |  Val. Acc: 88.33%
Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.104 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.105 | Train Acc: 97.65%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.213 |  Val. Acc: 88.33%
Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.106 | Train Acc: 97.75%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.107 | Train Acc: 97.75%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.104 | Train Acc: 97.94%
	 Val. Loss: 0.213 |  Val. Acc: 88.33%
Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.104 | Train Acc: 97.45%
	 Val. Loss: 0.222 |  Val. Acc: 88.33%
Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.104 | Train Acc: 97.94%
	 Val. Loss: 0.287 |  Val. Acc: 88.33%
Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.103 | Train Acc: 97.65%
	 Val. Loss: 0.327 |  Val. Acc: 88.33%
Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.103 | Train Acc: 97.75%
	 Val. Loss: 0.301 |  Val. Acc: 88.33%
Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.103 | Train Acc: 97.45%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.279 |  Val. Acc: 88.33%
Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.317 |  Val. Acc: 88.33%
Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.100 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.100 | Train Acc: 97.65%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.100 | Train Acc: 97.65%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.102 | Train Acc: 97.94%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.103 | Train Acc: 97.45%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.106 | Train Acc: 97.45%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.101 | Train Acc: 97.65%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.101 | Train Acc: 97.94%
	 Val. Loss: 0.210 |  Val. Acc: 88.33%
Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.102 | Train Acc: 97.65%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.100 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.102 | Train Acc: 97.75%
	 Val. Loss: 0.447 |  Val. Acc: 82.67%
Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.221 |  Val. Acc: 88.33%
Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.099 | Train Acc: 97.65%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.105 | Train Acc: 97.55%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.101 | Train Acc: 97.45%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.102 | Train Acc: 97.45%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.101 | Train Acc: 97.75%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.098 | Train Acc: 97.65%
	 Val. Loss: 0.315 |  Val. Acc: 88.33%
Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.294 |  Val. Acc: 88.33%
Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.158 |  Val. Acc: 94.00%
Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.442 |  Val. Acc: 82.67%
Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.219 |  Val. Acc: 88.33%
Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.097 | Train Acc: 97.65%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.099 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.310 |  Val. Acc: 88.33%
Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.098 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.103 | Train Acc: 97.55%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.103 | Train Acc: 97.75%
	 Val. Loss: 0.215 |  Val. Acc: 88.33%
Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.109 | Train Acc: 97.35%
	 Val. Loss: 0.145 |  Val. Acc: 94.00%
Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.102 | Train Acc: 97.75%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.147 |  Val. Acc: 94.00%
Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.095 | Train Acc: 97.65%
	 Val. Loss: 0.220 |  Val. Acc: 88.33%
Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.149 |  Val. Acc: 94.00%
Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 17/200.
	Train Loss: 0.100 | Train Acc: 97.75%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 18/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.308 |  Val. Acc: 88.33%
Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 19/200.
	Train Loss: 0.097 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 20/200.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.208 |  Val. Acc: 88.33%
Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 21/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 22/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.148 |  Val. Acc: 94.00%
Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 23/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.209 |  Val. Acc: 88.33%
Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.098 | Train Acc: 97.75%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.206 |  Val. Acc: 88.33%
Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.099 | Train Acc: 97.75%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.140 |  Val. Acc: 94.00%
Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.140 |  Val. Acc: 94.00%
Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.095 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.097 | Train Acc: 97.75%
	 Val. Loss: 0.211 |  Val. Acc: 88.33%
Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.140 |  Val. Acc: 94.00%
Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.095 | Train Acc: 97.65%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.096 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.156 |  Val. Acc: 94.00%
Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.100 | Train Acc: 97.75%
	 Val. Loss: 0.150 |  Val. Acc: 94.00%
Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 10/200.
	Train Loss: 0.097 | Train Acc: 97.75%
	 Val. Loss: 0.142 |  Val. Acc: 94.00%
Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 11/200.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 12/200.
	Train Loss: 0.102 | Train Acc: 97.75%
	 Val. Loss: 0.304 |  Val. Acc: 88.33%
Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 13/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.140 |  Val. Acc: 94.00%
Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 14/200.
	Train Loss: 0.098 | Train Acc: 97.75%
	 Val. Loss: 0.226 |  Val. Acc: 88.33%
Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 15/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 16/200.
	Train Loss: 0.096 | Train Acc: 97.75%
	 Val. Loss: 0.289 |  Val. Acc: 88.33%
Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.095 | Train Acc: 97.75%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.098 | Train Acc: 97.75%
	 Val. Loss: 0.140 |  Val. Acc: 94.00%
Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.154 |  Val. Acc: 94.00%
Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 5/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.141 |  Val. Acc: 94.00%
Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 6/200.
	Train Loss: 0.098 | Train Acc: 97.55%
	 Val. Loss: 0.201 |  Val. Acc: 88.33%
Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 7/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 8/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.155 |  Val. Acc: 94.00%
Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 9/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.143 |  Val. Acc: 94.00%
Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.137 |  Val. Acc: 94.00%
Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.094 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.146 |  Val. Acc: 94.00%
Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.137 |  Val. Acc: 94.00%
Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.093 | Train Acc: 97.94%
	 Val. Loss: 0.144 |  Val. Acc: 94.00%
Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.137 |  Val. Acc: 94.00%
Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.137 |  Val. Acc: 94.00%
Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.295 |  Val. Acc: 88.33%
Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.137 |  Val. Acc: 94.00%
Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.202 |  Val. Acc: 88.33%
Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.094 | Train Acc: 97.75%
	 Val. Loss: 0.136 |  Val. Acc: 94.00%
Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.217 |  Val. Acc: 88.33%
Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.295 |  Val. Acc: 88.33%
Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.284 |  Val. Acc: 88.33%
Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 4/200.
	Train Loss: 0.090 | Train Acc: 97.94%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.092 | Train Acc: 97.75%
	 Val. Loss: 0.136 |  Val. Acc: 94.00%
Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.139 |  Val. Acc: 94.00%
Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.217 |  Val. Acc: 88.33%
Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/200.
	Train Loss: 0.092 | Train Acc: 97.94%
	 Val. Loss: 0.136 |  Val. Acc: 94.00%
Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 1/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.137 |  Val. Acc: 94.00%
Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 2/200.
	Train Loss: 0.093 | Train Acc: 97.75%
	 Val. Loss: 0.138 |  Val. Acc: 94.00%
Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 3/200.
	Train Loss: 0.091 | Train Acc: 97.94%
	 Val. Loss: 0.199 |  Val. Acc: 88.33%

Test Loss: 0.161 | Test Acc: 96.67%

              precision    recall  f1-score   support

           0       0.95      0.95      0.95        41
           1       0.97      0.97      0.97        63

    accuracy                           0.96       104
   macro avg       0.96      0.96      0.96       104
weighted avg       0.96      0.96      0.96       104

Tiempo total de entrenamiento: 0 mins, 32 segundos

En este caso se obtinen un muy buen resultado, algo peor que en la parte 1. Esto se debe a que los datos están bien ordenados, es decir, en cada batch se toman ejemplos de ambas clases. Esto muestra que no necesariamente hacer shuffle garantiza mejores resultados, depende de los datos y la distribución de estos. Por otro lado, es posible ver como el loss promedio de cada época en el conjunto de validación es muy cambiante y, eventualmente, podría comenzar a sobreajustarse.

Resultados:

Se juntan los resultados de cada modelo y se agregan a un dataframe compacto y se guarda un csv con los resultados.

dfs = [globals()[f'res{i}'] for i in range(1, 13)]
resultados = pd.concat(dfs, axis=0, ignore_index=True)
resultados[['train_acc', 'valid_acc', 'test_acc']] = resultados[['train_acc', 'valid_acc', 'test_acc']].mul(100).round(3)

rename = {
    'time_elapsed': 'time_elapsed [s]',
    'train_acc': 'train_acc [%]',
    'valid_acc': 'valid_acc [%]',
    'test_acc': 'test_acc [%]',
}
resultados.rename(columns=rename, inplace=True)

resultados

	Nombre	train_loss	valid_loss	test_loss	train_acc [%]	valid_acc [%]	test_acc [%]	lr	n_epoch	shuffle	MINI_BATCH	detencion	final_epoch	time_elapsed [s]
0	Modelo1	0.100817	0.154586	0.137190	97.647	94.000	96.667	0.001000	1000	False	20	No	1000	36.866917
1	Modelo2	0.024283	0.136592	0.208993	99.398	95.181	97.115	0.001000	1000	False	1	Sí	122	54.139847
2	Modelo3	0.031763	0.115502	0.171842	99.412	95.556	96.364	0.001000	1000	False	10	No	1000	66.290076
3	Modelo4	0.203739	0.208071	0.166511	92.536	92.970	94.667	0.001000	1000	False	50	No	1000	20.294021
4	Modelo5	0.785449	0.904292	0.811681	62.952	56.627	60.577	0.001000	1000	False	332	No	1000	9.506596
5	Modelo6	4.555215	4.557346	4.557752	0.000	0.000	0.000	0.000001	1000	False	20	No	1000	33.776385
6	Modelo7	0.586443	0.697962	0.636490	62.451	47.000	55.833	0.000100	1000	False	20	No	1000	34.536734
7	Modelo8	0.027982	0.119704	0.187965	99.706	96.000	96.667	0.010000	1000	False	20	Sí	221	7.702798
8	Modelo9	0.015655	0.117589	0.130674	99.412	96.000	97.500	0.500000	1000	False	20	Sí	19	0.823756
9	Modelo10	1.056776	1.250109	1.027755	62.647	52.667	62.500	0.001000	1000	True	20	Sí	62	2.157731
10	Modelo11	0.256003	0.257498	0.215740	90.784	91.000	92.500	0.001000	1000	True	20	Sí	374	12.836782
11	Modelo12	0.090612	0.198571	0.160886	97.941	88.333	96.667	0.001000	1000	True	20	No	1000	32.872132

resultados.to_csv('resultados.csv', index=False)

Si filtramos este dataframe de resultados por mayor valor de test_accuracy:

resultados_acc = resultados.sort_values(by='test_acc [%]', ascending=False)
resultados_acc

	Nombre	train_loss	valid_loss	test_loss	train_acc [%]	valid_acc [%]	test_acc [%]	lr	n_epoch	shuffle	MINI_BATCH	detencion	final_epoch	time_elapsed [s]
8	Modelo9	0.015655	0.117589	0.130674	99.412	96.000	97.500	0.500000	1000	False	20	Sí	19	0.823756
1	Modelo2	0.024283	0.136592	0.208993	99.398	95.181	97.115	0.001000	1000	False	1	Sí	122	54.139847
0	Modelo1	0.100817	0.154586	0.137190	97.647	94.000	96.667	0.001000	1000	False	20	No	1000	36.866917
7	Modelo8	0.027982	0.119704	0.187965	99.706	96.000	96.667	0.010000	1000	False	20	Sí	221	7.702798
11	Modelo12	0.090612	0.198571	0.160886	97.941	88.333	96.667	0.001000	1000	True	20	No	1000	32.872132
2	Modelo3	0.031763	0.115502	0.171842	99.412	95.556	96.364	0.001000	1000	False	10	No	1000	66.290076
3	Modelo4	0.203739	0.208071	0.166511	92.536	92.970	94.667	0.001000	1000	False	50	No	1000	20.294021
10	Modelo11	0.256003	0.257498	0.215740	90.784	91.000	92.500	0.001000	1000	True	20	Sí	374	12.836782
9	Modelo10	1.056776	1.250109	1.027755	62.647	52.667	62.500	0.001000	1000	True	20	Sí	62	2.157731
4	Modelo5	0.785449	0.904292	0.811681	62.952	56.627	60.577	0.001000	1000	False	332	No	1000	9.506596
6	Modelo7	0.586443	0.697962	0.636490	62.451	47.000	55.833	0.000100	1000	False	20	No	1000	34.536734
5	Modelo6	4.555215	4.557346	4.557752	0.000	0.000	0.000	0.000001	1000	False	20	No	1000	33.776385

• De aquí es directo notar que el mejor resultado se obtiene en el "Modelo9", donde se probó con un learnign rate de 0.5 y se detuvo rápidamente en la época 19. En general combina muy buenas métricas en todos los apartados, destacando que el tiempo de entrenamiento es super bajo dado el early stopping.
• Destaca el resultado con batch_size igual a 1, teniendo buen resultado pero con uno de los tiempos de entrenamiento más altos. Considerar que sin el earling stopping probablemente se hubiera sobreajustado.
• Otro punto que afecta es la arquitectura de la red y no se discutió sobre esto. La seleccionada tiene buenos resultados pero evidentemente pueden haber mejores.

Exportar html

import plotly
plotly.offline.init_notebook_mode()

!jupyter nbconvert --to html CC6204_Tarea_1.ipynb

[NbConvertApp] Converting notebook CC6204_Tarea_1.ipynb to html
[NbConvertApp] Writing 9873697 bytes to CC6204_Tarea_1.html